module M = Owl_stats

let cdf_approximations =
  M.
    [ ( "students_1.000000_loc_0.000000_scale_1.000000"
      , 1.000000
      , t_cdf ~df:1.000000 ~loc:0.000000 ~scale:1.000000
      , t_pdf ~df:1.000000 ~loc:0.000000 ~scale:1.000000
      , t_logcdf ~df:1.000000 ~loc:0.000000 ~scale:1.000000
      , t_logpdf ~df:1.000000 ~loc:0.000000 ~scale:1.000000
      , Some (t_ppf ~df:1.000000 ~loc:0.000000 ~scale:1.000000)
      , t_sf ~df:1.000000 ~loc:0.000000 ~scale:1.000000
      , t_logsf ~df:1.000000 ~loc:0.000000 ~scale:1.000000
      , Some (t_isf ~df:1.000000 ~loc:0.000000 ~scale:1.000000)
      , [| -3125000.000000; -20.355333; -10.153138; -6.741439; -5.027333; -3.992219
         ; -3.296555; -2.794810; -2.414212; -2.114321; -1.870868; -1.668398; -1.496605
         ; -1.348343; -1.218503; -1.103330; -1.000000; -0.906347; -0.820679; -0.741650
         ; -0.668178; -0.599377; -0.534511; -0.472965; -0.414213; -0.357806; -0.303347
         ; -0.250487; -0.198912; -0.148336; -0.098491; -0.049127; 0.000000; 0.049127
         ; 0.098491; 0.148336; 0.198912; 0.250487; 0.303347; 0.357806; 0.414213; 0.472965
         ; 0.534511; 0.599377; 0.668178; 0.741650; 0.820679; 0.906347; 1.000000; 1.103330
         ; 1.218503; 1.348343; 1.496605; 1.668398; 1.870868; 2.114321; 2.414212; 2.794810
         ; 3.296555; 3.992219; 5.027333; 6.741439; 10.153138; 20.355333; 3125000.000000 |]
      , [| 0.000000; 0.000766; 0.003058; 0.006853; 0.012115; 0.018793; 0.026822; 0.036127
         ; 0.046615; 0.058188; 0.070733; 0.084130; 0.098249; 0.112955; 0.128105; 0.143555
         ; 0.159155; 0.174755; 0.190205; 0.205355; 0.220061; 0.234180; 0.247577; 0.260122
         ; 0.271695; 0.282183; 0.291487; 0.299517; 0.306195; 0.311457; 0.315252; 0.317544
         ; 0.318310; 0.317544; 0.315252; 0.311457; 0.306195; 0.299517; 0.291487; 0.282183
         ; 0.271695; 0.260122; 0.247577; 0.234180; 0.220061; 0.205355; 0.190205; 0.174755
         ; 0.159155; 0.143555; 0.128105; 0.112955; 0.098249; 0.084130; 0.070733; 0.058188
         ; 0.046615; 0.036127; 0.026822; 0.018793; 0.012115; 0.006853; 0.003058; 0.000766
         ; 0.000000 |] )
    ; ( "students_2.000000_loc_0.000000_scale_1.000000"
      , 1.000000
      , t_cdf ~df:2.000000 ~loc:0.000000 ~scale:1.000000
      , t_pdf ~df:2.000000 ~loc:0.000000 ~scale:1.000000
      , t_logcdf ~df:2.000000 ~loc:0.000000 ~scale:1.000000
      , t_logpdf ~df:2.000000 ~loc:0.000000 ~scale:1.000000
      , Some (t_ppf ~df:2.000000 ~loc:0.000000 ~scale:1.000000)
      , t_sf ~df:2.000000 ~loc:0.000000 ~scale:1.000000
      , t_logsf ~df:2.000000 ~loc:0.000000 ~scale:1.000000
      , Some (t_isf ~df:2.000000 ~loc:0.000000 ~scale:1.000000)
      , [| -2288.818359; -5.523381; -3.809997; -3.031705; -2.556036; -2.223143; -1.971054
         ; -1.769980; -1.603567; -1.461975; -1.338877; -1.229985; -1.132277; -1.043546
         ; -0.962140; -0.886789; -0.816496; -0.750469; -0.688062; -0.628746; -0.572077
         ; -0.517683; -0.465242; -0.414478; -0.365148; -0.317038; -0.269953; -0.223719
         ; -0.178174; -0.133169; -0.088561; -0.044216; 0.000000; 0.044216; 0.088561
         ; 0.133169; 0.178174; 0.223719; 0.269953; 0.317038; 0.365148; 0.414478; 0.465242
         ; 0.517683; 0.572077; 0.628746; 0.688062; 0.750469; 0.816496; 0.886789; 0.962140
         ; 1.043546; 1.132277; 1.229985; 1.338877; 1.461975; 1.603567; 1.769980; 1.971054
         ; 2.223143; 2.556036; 3.031705; 3.809997; 5.523381; 2288.818359 |]
      , [| 0.000000; 0.005395; 0.014898; 0.026711; 0.040116; 0.054669; 0.070045; 0.085993
         ; 0.102311; 0.118826; 0.135393; 0.151883; 0.168183; 0.184194; 0.199826; 0.214999
         ; 0.229640; 0.243683; 0.257070; 0.269746; 0.281663; 0.292777; 0.303049; 0.312444
         ; 0.320931; 0.328482; 0.335074; 0.340685; 0.345299; 0.348903; 0.351484; 0.353036
         ; 0.353553; 0.353036; 0.351484; 0.348903; 0.345299; 0.340685; 0.335074; 0.328482
         ; 0.320931; 0.312444; 0.303049; 0.292777; 0.281663; 0.269746; 0.257070; 0.243683
         ; 0.229640; 0.214999; 0.199826; 0.184194; 0.168183; 0.151883; 0.135393; 0.118826
         ; 0.102311; 0.085993; 0.070045; 0.054669; 0.040116; 0.026711; 0.014898; 0.005395
         ; 0.000000 |] )
    ; ( "students_5.000000_loc_0.000000_scale_1.000000"
      , 1.000000
      , t_cdf ~df:5.000000 ~loc:0.000000 ~scale:1.000000
      , t_pdf ~df:5.000000 ~loc:0.000000 ~scale:1.000000
      , t_logcdf ~df:5.000000 ~loc:0.000000 ~scale:1.000000
      , t_logpdf ~df:5.000000 ~loc:0.000000 ~scale:1.000000
      , Some (t_ppf ~df:5.000000 ~loc:0.000000 ~scale:1.000000)
      , t_sf ~df:5.000000 ~loc:0.000000 ~scale:1.000000
      , t_logsf ~df:5.000000 ~loc:0.000000 ~scale:1.000000
      , Some (t_isf ~df:5.000000 ~loc:0.000000 ~scale:1.000000)
      , [| -38.743019; -2.967414; -2.388544; -2.065706; -1.840917; -1.667697; -1.526134
         ; -1.405896; -1.300949; -1.207464; -1.122864; -1.045330; -0.973533; -0.906469
         ; -0.843362; -0.783599; -0.726687; -0.672220; -0.619865; -0.569337; -0.520397
         ; -0.472837; -0.426475; -0.381150; -0.336721; -0.293059; -0.250047; -0.207576
         ; -0.165545; -0.123862; -0.082434; -0.041175; 0.000000; 0.041175; 0.082434
         ; 0.123862; 0.165545; 0.207576; 0.250047; 0.293059; 0.336721; 0.381150; 0.426475
         ; 0.472837; 0.520397; 0.569337; 0.619865; 0.672220; 0.726687; 0.783599; 0.843362
         ; 0.906469; 0.973533; 1.045330; 1.122864; 1.207464; 1.300949; 1.405896; 1.526134
         ; 1.667697; 1.840917; 2.065706; 2.388544; 2.967414; 38.743019 |]
      , [| 0.000000; 0.018034; 0.038678; 0.059622; 0.080374; 0.100717; 0.120530; 0.139741
         ; 0.158302; 0.176180; 0.193352; 0.209803; 0.225518; 0.240490; 0.254711; 0.268176
         ; 0.280881; 0.292823; 0.303999; 0.314408; 0.324049; 0.332920; 0.341021; 0.348352
         ; 0.354911; 0.360699; 0.365715; 0.369960; 0.373433; 0.376134; 0.378063; 0.379221
         ; 0.379607; 0.379221; 0.378063; 0.376134; 0.373433; 0.369960; 0.365715; 0.360699
         ; 0.354911; 0.348352; 0.341021; 0.332920; 0.324049; 0.314408; 0.303999; 0.292823
         ; 0.280881; 0.268176; 0.254711; 0.240490; 0.225518; 0.209803; 0.193352; 0.176180
         ; 0.158302; 0.139741; 0.120530; 0.100717; 0.080374; 0.059622; 0.038678; 0.018034
         ; 0.000000 |] )
    ; ( "students_10.000000_loc_0.000000_scale_1.000000"
      , 1.000000
      , t_cdf ~df:10.000000 ~loc:0.000000 ~scale:1.000000
      , t_pdf ~df:10.000000 ~loc:0.000000 ~scale:1.000000
      , t_logcdf ~df:10.000000 ~loc:0.000000 ~scale:1.000000
      , t_logpdf ~df:10.000000 ~loc:0.000000 ~scale:1.000000
      , Some (t_ppf ~df:10.000000 ~loc:0.000000 ~scale:1.000000)
      , t_sf ~df:10.000000 ~loc:0.000000 ~scale:1.000000
      , t_logsf ~df:10.000000 ~loc:0.000000 ~scale:1.000000
      , Some (t_isf ~df:10.000000 ~loc:0.000000 ~scale:1.000000)
      , [| -12.479722; -2.503661; -2.095960; -1.851916; -1.674364; -1.533127; -1.414808
         ; -1.312272; -1.221255; -1.139006; -1.063643; -0.993818; -0.928534; -0.867028
         ; -0.808708; -0.753098; -0.699812; -0.648533; -0.598994; -0.550969; -0.504264
         ; -0.458710; -0.414160; -0.370482; -0.327558; -0.285281; -0.243554; -0.202285
         ; -0.161390; -0.120790; -0.080407; -0.040168; 0.000000; 0.040168; 0.080407
         ; 0.120790; 0.161390; 0.202285; 0.243554; 0.285281; 0.327558; 0.370482; 0.414160
         ; 0.458710; 0.504264; 0.550969; 0.598994; 0.648533; 0.699812; 0.753098; 0.808708
         ; 0.867028; 0.928534; 0.993818; 1.063643; 1.139006; 1.221255; 1.312272; 1.414808
         ; 1.533127; 1.674364; 1.851916; 2.095960; 2.503661; 12.479722 |]
      , [| 0.000000; 0.026772; 0.052509; 0.076864; 0.099946; 0.121846; 0.142639; 0.162386
         ; 0.181137; 0.198931; 0.215804; 0.231787; 0.246904; 0.261179; 0.274631; 0.287277
         ; 0.299134; 0.310214; 0.320531; 0.330095; 0.338916; 0.347002; 0.354361; 0.361001
         ; 0.366926; 0.372143; 0.376655; 0.380467; 0.383581; 0.386001; 0.387728; 0.388763
         ; 0.389108; 0.388763; 0.387728; 0.386001; 0.383581; 0.380467; 0.376655; 0.372143
         ; 0.366926; 0.361001; 0.354361; 0.347002; 0.338916; 0.330095; 0.320531; 0.310214
         ; 0.299134; 0.287277; 0.274631; 0.261179; 0.246904; 0.231787; 0.215804; 0.198931
         ; 0.181137; 0.162386; 0.142639; 0.121846; 0.099946; 0.076864; 0.052509; 0.026772
         ; 0.000000 |] )
    ; ( "students_3.000000_loc_1.000000_scale_1.000000"
      , 1.000000
      , t_cdf ~df:3.000000 ~loc:1.000000 ~scale:1.000000
      , t_pdf ~df:3.000000 ~loc:1.000000 ~scale:1.000000
      , t_logcdf ~df:3.000000 ~loc:1.000000 ~scale:1.000000
      , t_logpdf ~df:3.000000 ~loc:1.000000 ~scale:1.000000
      , Some (t_ppf ~df:3.000000 ~loc:1.000000 ~scale:1.000000)
      , t_sf ~df:3.000000 ~loc:1.000000 ~scale:1.000000
      , t_logsf ~df:3.000000 ~loc:1.000000 ~scale:1.000000
      , Some (t_isf ~df:3.000000 ~loc:1.000000 ~scale:1.000000)
      , [| -226.497650; -2.835216; -1.900040; -1.424978; -1.113085; -0.882876; -0.700999
         ; -0.550746; -0.422625; -0.310761; -0.211278; -0.121493; -0.039473; 0.036216
         ; 0.106669; 0.172740; 0.235108; 0.294322; 0.350835; 0.405023; 0.457204; 0.507649
         ; 0.556594; 0.604244; 0.650782; 0.696370; 0.741156; 0.785275; 0.828852; 0.872004
         ; 0.914841; 0.957472; 1.000000; 1.042528; 1.085159; 1.127996; 1.171148; 1.214725
         ; 1.258844; 1.303630; 1.349218; 1.395756; 1.443406; 1.492351; 1.542796; 1.594977
         ; 1.649165; 1.705678; 1.764892; 1.827260; 1.893331; 1.963784; 2.039473; 2.121493
         ; 2.211278; 2.310761; 2.422625; 2.550746; 2.700999; 2.882876; 3.113085; 3.424978
         ; 3.900040; 4.835215; 226.497650 |]
      , [| 0.000000; 0.010548; 0.025408; 0.041946; 0.059359; 0.077217; 0.095242; 0.113240
         ; 0.131065; 0.148603; 0.165765; 0.182475; 0.198671; 0.214301; 0.229320; 0.243690
         ; 0.257377; 0.270350; 0.282586; 0.294060; 0.304754; 0.314649; 0.323730; 0.331984
         ; 0.339398; 0.345963; 0.351669; 0.356510; 0.360479; 0.363571; 0.365782; 0.367110
         ; 0.367553; 0.367110; 0.365782; 0.363571; 0.360479; 0.356510; 0.351669; 0.345963
         ; 0.339398; 0.331984; 0.323730; 0.314649; 0.304754; 0.294060; 0.282586; 0.270350
         ; 0.257377; 0.243690; 0.229320; 0.214301; 0.198671; 0.182475; 0.165765; 0.148603
         ; 0.131065; 0.113240; 0.095242; 0.077217; 0.059359; 0.041946; 0.025408; 0.010548
         ; 0.000000 |] )
    ; ( "students_4.000000_loc_2.000000_scale_4.000000"
      , 1.000000
      , t_cdf ~df:4.000000 ~loc:2.000000 ~scale:4.000000
      , t_pdf ~df:4.000000 ~loc:2.000000 ~scale:4.000000
      , t_logcdf ~df:4.000000 ~loc:2.000000 ~scale:4.000000
      , t_logpdf ~df:4.000000 ~loc:2.000000 ~scale:4.000000
      , Some (t_ppf ~df:4.000000 ~loc:2.000000 ~scale:4.000000)
      , t_sf ~df:4.000000 ~loc:2.000000 ~scale:4.000000
      , t_logsf ~df:4.000000 ~loc:2.000000 ~scale:4.000000
      , Some (t_isf ~df:4.000000 ~loc:2.000000 ~scale:4.000000)
      , [| -298.023224; -11.016971; -8.248327; -6.757779; -5.742615; -4.972853; -4.351659
         ; -3.829456; -3.377588; -2.978047; -2.618800; -2.291419; -1.989772; -1.709265
         ; -1.446360; -1.198277; -0.962788; -0.738076; -0.522639; -0.315216; -0.114736
         ; 0.079720; 0.268955; 0.453672; 0.634498; 0.811995; 0.986676; 1.159011; 1.329436
         ; 1.498363; 1.666183; 1.833273; 2.000000; 2.166727; 2.333817; 2.501637; 2.670564
         ; 2.840989; 3.013324; 3.188005; 3.365502; 3.546328; 3.731045; 3.920280; 4.114736
         ; 4.315216; 4.522639; 4.738076; 4.962788; 5.198277; 5.446360; 5.709265; 5.989772
         ; 6.291419; 6.618801; 6.978048; 7.377588; 7.829456; 8.351659; 8.972853; 9.742615
         ; 10.757779; 12.248326; 15.016974; 298.023224 |]
      , [| 0.000000; 0.003690; 0.008270; 0.013083; 0.017961; 0.022823; 0.027622; 0.032326
         ; 0.036912; 0.041364; 0.045669; 0.049818; 0.053803; 0.057617; 0.061255; 0.064712
         ; 0.067986; 0.071072; 0.073969; 0.076673; 0.079184; 0.081499; 0.083616; 0.085535
         ; 0.087255; 0.088775; 0.090093; 0.091209; 0.092123; 0.092835; 0.093343; 0.093648
         ; 0.093750; 0.093648; 0.093343; 0.092835; 0.092123; 0.091209; 0.090093; 0.088775
         ; 0.087255; 0.085535; 0.083616; 0.081499; 0.079184; 0.076673; 0.073969; 0.071072
         ; 0.067986; 0.064712; 0.061255; 0.057617; 0.053803; 0.049818; 0.045669; 0.041364
         ; 0.036912; 0.032326; 0.027622; 0.022823; 0.017961; 0.013083; 0.008270; 0.003690
         ; 0.000000 |] )
    ; ( "weibull_shape_1.000000_scale_1.000000"
      , 1.000000
      , weibull_cdf ~shape:1.000000 ~scale:1.000000
      , weibull_pdf ~shape:1.000000 ~scale:1.000000
      , weibull_logcdf ~shape:1.000000 ~scale:1.000000
      , weibull_logpdf ~shape:1.000000 ~scale:1.000000
      , Some (weibull_ppf ~shape:1.000000 ~scale:1.000000)
      , weibull_sf ~shape:1.000000 ~scale:1.000000
      , weibull_logsf ~shape:1.000000 ~scale:1.000000
      , Some (weibull_isf ~shape:1.000000 ~scale:1.000000)
      , [| 0.000000; 0.015748; 0.031749; 0.048009; 0.064539; 0.081346; 0.098440; 0.115832
         ; 0.133531; 0.151550; 0.169899; 0.188591; 0.207639; 0.227058; 0.246860; 0.267063
         ; 0.287682; 0.308736; 0.330242; 0.352221; 0.374693; 0.397683; 0.421214; 0.445311
         ; 0.470004; 0.495321; 0.521297; 0.547965; 0.575364; 0.603535; 0.632523; 0.662376
         ; 0.693147; 0.724896; 0.757686; 0.791587; 0.826679; 0.863046; 0.900787; 0.940007
         ; 0.980829; 1.023389; 1.067841; 1.114361; 1.163151; 1.214444; 1.268511; 1.325670
         ; 1.386294; 1.450833; 1.519826; 1.593933; 1.673976; 1.760987; 1.856298; 1.961658
         ; 2.079441; 2.212972; 2.367123; 2.549444; 2.772587; 3.060269; 3.465733; 4.158876
         ; 16.205013 |]
      , [| 1.000000; 0.984375; 0.968750; 0.953125; 0.937500; 0.921875; 0.906250; 0.890625
         ; 0.875000; 0.859375; 0.843750; 0.828125; 0.812500; 0.796875; 0.781250; 0.765625
         ; 0.750000; 0.734375; 0.718750; 0.703125; 0.687500; 0.671875; 0.656250; 0.640625
         ; 0.625000; 0.609375; 0.593750; 0.578125; 0.562500; 0.546875; 0.531250; 0.515625
         ; 0.500000; 0.484375; 0.468750; 0.453125; 0.437500; 0.421875; 0.406250; 0.390625
         ; 0.375000; 0.359375; 0.343750; 0.328125; 0.312500; 0.296875; 0.281250; 0.265625
         ; 0.250000; 0.234375; 0.218750; 0.203125; 0.187500; 0.171875; 0.156250; 0.140625
         ; 0.125000; 0.109375; 0.093750; 0.078125; 0.062500; 0.046875; 0.031250; 0.015625
         ; 0.000000 |] )
    ; ( "weibull_shape_1.500000_scale_1.000000"
      , 1.000000
      , weibull_cdf ~shape:1.500000 ~scale:1.000000
      , weibull_pdf ~shape:1.500000 ~scale:1.000000
      , weibull_logcdf ~shape:1.500000 ~scale:1.000000
      , weibull_logpdf ~shape:1.500000 ~scale:1.000000
      , Some (weibull_ppf ~shape:1.500000 ~scale:1.000000)
      , weibull_sf ~shape:1.500000 ~scale:1.000000
      , weibull_logsf ~shape:1.500000 ~scale:1.000000
      , Some (weibull_isf ~shape:1.500000 ~scale:1.000000)
      , [| 0.000023; 0.062829; 0.100265; 0.132094; 0.160896; 0.187740; 0.213197; 0.237621
         ; 0.261250; 0.284252; 0.306757; 0.328862; 0.350650; 0.372184; 0.393520; 0.414708
         ; 0.435788; 0.456798; 0.477773; 0.498743; 0.519738; 0.540785; 0.561912; 0.583144
         ; 0.604506; 0.626025; 0.647724; 0.669631; 0.691770; 0.714170; 0.736858; 0.759865
         ; 0.783220; 0.806957; 0.831112; 0.855722; 0.880828; 0.906475; 0.932713; 0.959594
         ; 0.987178; 1.015532; 1.044730; 1.074856; 1.106006; 1.138287; 1.171825; 1.206767
         ; 1.243284; 1.281578; 1.321892; 1.364521; 1.409828; 1.458269; 1.510422; 1.567048
         ; 1.629162; 1.698181; 1.776154; 1.866224; 1.973589; 2.107850; 2.290147; 2.586132
         ; 6.379560 |]
      , [| 0.007153; 0.370110; 0.460128; 0.519616; 0.564074; 0.599158; 0.627668; 0.651222
         ; 0.670853; 0.687268; 0.700974; 0.712351; 0.721691; 0.729222; 0.735131; 0.739569
         ; 0.742660; 0.744511; 0.745212; 0.744838; 0.743457; 0.741126; 0.737895; 0.733809
         ; 0.728906; 0.723222; 0.716787; 0.709628; 0.701770; 0.693234; 0.684041; 0.674207
         ; 0.663748; 0.652677; 0.641006; 0.628746; 0.615907; 0.602494; 0.588516; 0.573978
         ; 0.558882; 0.543233; 0.527031; 0.510277; 0.492969; 0.475106; 0.456683; 0.437695
         ; 0.418135; 0.397993; 0.377257; 0.355914; 0.333946; 0.311331; 0.288045; 0.264055
         ; 0.239323; 0.213797; 0.187414; 0.160090; 0.131704; 0.102083; 0.070937; 0.037691
         ; 0.000000 |] )
    ; ( "weibull_shape_5.000000_scale_1.000000"
      , 1.000000
      , weibull_cdf ~shape:5.000000 ~scale:1.000000
      , weibull_pdf ~shape:5.000000 ~scale:1.000000
      , weibull_logcdf ~shape:5.000000 ~scale:1.000000
      , weibull_logpdf ~shape:5.000000 ~scale:1.000000
      , Some (weibull_ppf ~shape:5.000000 ~scale:1.000000)
      , weibull_sf ~shape:5.000000 ~scale:1.000000
      , weibull_logsf ~shape:5.000000 ~scale:1.000000
      , Some (weibull_isf ~shape:5.000000 ~scale:1.000000)
      , [| 0.039290; 0.435961; 0.501586; 0.544835; 0.578048; 0.605434; 0.628977; 0.649779
         ; 0.668524; 0.685664; 0.701517; 0.716315; 0.730234; 0.743408; 0.755945; 0.767932
         ; 0.779440; 0.790528; 0.801247; 0.811639; 0.821742; 0.831586; 0.841202; 0.850614
         ; 0.859845; 0.868915; 0.877843; 0.886647; 0.895341; 0.903942; 0.912463; 0.920918
         ; 0.929320; 0.937681; 0.946015; 0.954333; 0.962648; 0.970972; 0.979319; 0.987703
         ; 0.996136; 1.004635; 1.013214; 1.021892; 1.030688; 1.039622; 1.048718; 1.058003
         ; 1.067508; 1.077267; 1.087323; 1.097726; 1.108536; 1.119828; 1.131695; 1.144260
         ; 1.157682; 1.172182; 1.188076; 1.205838; 1.226244; 1.250696; 1.282210; 1.329827
         ; 1.743319 |]
      , [| 0.000012; 0.177796; 0.306594; 0.419933; 0.523356; 0.619312; 0.709179; 0.793830
         ; 0.873866; 0.949724; 1.021731; 1.090142; 1.155158; 1.216939; 1.275618; 1.331303
         ; 1.384081; 1.434026; 1.481199; 1.525648; 1.567414; 1.606527; 1.643014; 1.676890
         ; 1.708170; 1.736858; 1.762957; 1.786463; 1.807369; 1.825661; 1.841322; 1.854332
         ; 1.864663; 1.872286; 1.877165; 1.879261; 1.878527; 1.874913; 1.868361; 1.858810
         ; 1.846188; 1.830419; 1.811415; 1.789081; 1.763311; 1.733986; 1.700975; 1.664130
         ; 1.623284; 1.578248; 1.528809; 1.474720; 1.415699; 1.351412; 1.281470; 1.205401
         ; 1.122632; 1.032450; 0.933939; 0.825880; 0.706576; 0.573482; 0.422335; 0.244328
         ; 0.000005 |] )
    ; ( "weibull_shape_0.800000_scale_1.000000"
      , 1.000000
      , weibull_cdf ~shape:0.800000 ~scale:1.000000
      , weibull_pdf ~shape:0.800000 ~scale:1.000000
      , weibull_logcdf ~shape:0.800000 ~scale:1.000000
      , weibull_logpdf ~shape:0.800000 ~scale:1.000000
      , Some (weibull_ppf ~shape:0.800000 ~scale:1.000000)
      , weibull_sf ~shape:0.800000 ~scale:1.000000
      , weibull_logsf ~shape:0.800000 ~scale:1.000000
      , Some (weibull_isf ~shape:0.800000 ~scale:1.000000)
      , [| 0.000000; 0.005579; 0.013402; 0.022473; 0.032529; 0.043443; 0.055140; 0.067575
         ; 0.080720; 0.094557; 0.109078; 0.124280; 0.140164; 0.156736; 0.174006; 0.191985
         ; 0.210689; 0.230135; 0.250346; 0.271343; 0.293154; 0.315807; 0.339334; 0.363772
         ; 0.389159; 0.415536; 0.442952; 0.471456; 0.501105; 0.531959; 0.564086; 0.597558
         ; 0.632458; 0.668874; 0.706905; 0.746661; 0.788262; 0.831845; 0.877561; 0.925580
         ; 0.976094; 1.029321; 1.085508; 1.144938; 1.207939; 1.274887; 1.346226; 1.422473
         ; 1.504247; 1.592288; 1.687494; 1.790968; 1.904086; 2.028595; 2.166753; 2.321556
         ; 2.497084; 2.699106; 2.936135; 3.221491; 3.577722; 4.047617; 4.728723; 5.939091
         ; 32.410026 |]
      , [| 44.707030; 2.223008; 1.835988; 1.628953; 1.488012; 1.380951; 1.294330; 1.221315
         ; 1.157983; 1.101878; 1.051371; 1.005323; 0.962910; 0.923520; 0.886681; 0.852026
         ; 0.819262; 0.788154; 0.758507; 0.730161; 0.702981; 0.676853; 0.651679; 0.627376
         ; 0.603872; 0.581103; 0.559014; 0.537556; 0.516686; 0.496366; 0.476563; 0.457244
         ; 0.438383; 0.419955; 0.401938; 0.384311; 0.367057; 0.350159; 0.333601; 0.317371
         ; 0.301455; 0.285843; 0.270524; 0.255489; 0.240730; 0.226240; 0.212011; 0.198039
         ; 0.184317; 0.170843; 0.157612; 0.144623; 0.131872; 0.119361; 0.107090; 0.095060
         ; 0.083275; 0.071740; 0.060465; 0.049462; 0.038748; 0.028353; 0.018323; 0.008753
         ; 0.000000 |] )
    ; ( "weibull_shape_2.000000_scale_2.000000"
      , 1.000000
      , weibull_cdf ~shape:2.000000 ~scale:2.000000
      , weibull_pdf ~shape:2.000000 ~scale:2.000000
      , weibull_logcdf ~shape:2.000000 ~scale:2.000000
      , weibull_logpdf ~shape:2.000000 ~scale:2.000000
      , Some (weibull_ppf ~shape:2.000000 ~scale:2.000000)
      , weibull_sf ~shape:2.000000 ~scale:2.000000
      , weibull_logsf ~shape:2.000000 ~scale:2.000000
      , Some (weibull_isf ~shape:2.000000 ~scale:2.000000)
      , [| 0.000637; 0.250986; 0.356364; 0.438221; 0.508089; 0.570423; 0.627503; 0.680682
         ; 0.730839; 0.778588; 0.824376; 0.868542; 0.911349; 0.953011; 0.993700; 1.033562
         ; 1.072720; 1.111280; 1.149333; 1.186964; 1.224244; 1.261242; 1.298019; 1.334633
         ; 1.371136; 1.407582; 1.444018; 1.480493; 1.517055; 1.553750; 1.590626; 1.627729
         ; 1.665109; 1.702816; 1.740903; 1.779424; 1.818437; 1.858006; 1.898195; 1.939079
         ; 1.980736; 2.023254; 2.066727; 2.111266; 2.156989; 2.204036; 2.252564; 2.302755
         ; 2.354820; 2.409010; 2.465624; 2.525022; 2.587645; 2.654044; 2.724920; 2.801184
         ; 2.884053; 2.975212; 3.077091; 3.193396; 3.330218; 3.498725; 3.723296; 4.078665
         ; 8.009374 |]
      , [| 0.000318; 0.123532; 0.172614; 0.208839; 0.238167; 0.262930; 0.284337; 0.303116
         ; 0.319742; 0.334550; 0.347784; 0.359631; 0.370236; 0.379715; 0.388164; 0.395661
         ; 0.402270; 0.408048; 0.413042; 0.417292; 0.420834; 0.423699; 0.425913; 0.427499
         ; 0.428480; 0.428872; 0.428693; 0.427955; 0.426672; 0.424854; 0.422510; 0.419649
         ; 0.416277; 0.412401; 0.408024; 0.403151; 0.397783; 0.391923; 0.385571; 0.378726
         ; 0.371388; 0.363553; 0.355219; 0.346380; 0.337030; 0.327162; 0.316767; 0.305835
         ; 0.294353; 0.282306; 0.269678; 0.256448; 0.242592; 0.228082; 0.212884; 0.196958
         ; 0.180253; 0.162707; 0.144239; 0.124742; 0.104069; 0.082002; 0.058177; 0.031865
         ; 0.000000 |] )
    ; ( "snecdor_dfnum_1.000000_dfden_1.000000"
      , 100.000000
      , f_cdf ~dfnum:1.000000 ~dfden:1.000000
      , f_pdf ~dfnum:1.000000 ~dfden:1.000000
      , f_logcdf ~dfnum:1.000000 ~dfden:1.000000
      , f_logpdf ~dfnum:1.000000 ~dfden:1.000000
      , Some (f_ppf ~dfnum:1.000000 ~dfden:1.000000)
      , f_sf ~dfnum:1.000000 ~dfden:1.000000
      , f_logsf ~dfnum:1.000000 ~dfden:1.000000
      , Some (f_isf ~dfnum:1.000000 ~dfden:1.000000)
      , [| 0.000000; 0.000602; 0.002409; 0.005430; 0.009681; 0.015182; 0.021959; 0.030047
         ; 0.039486; 0.050323; 0.062614; 0.076424; 0.091825; 0.108902; 0.127749; 0.148472
         ; 0.171193; 0.196047; 0.223186; 0.252782; 0.285030; 0.320145; 0.358375; 0.399998
         ; 0.445327; 0.494720; 0.548582; 0.607376; 0.671631; 0.741953; 0.819040; 0.903700
         ; 0.996866; 1.099630; 1.213265; 1.339269; 1.479415; 1.635808; 1.810964; 2.007916
         ; 2.230338; 2.482718; 2.770586; 3.100815; 3.482033; 3.925191; 4.444353; 5.057822
         ; 5.789771; 6.672659; 7.750879; 9.086445; 10.768105; 12.926459; 15.760084
         ; 19.582884; 24.914876; 32.668840; 44.568557; 64.196565; 100.043140; 176.505477
         ; 389.763777; 1468.443145; 405285.391025 |]
      , [| 202064.177081; 12.970875; 6.470056; 4.296138; 3.204042; 2.544733; 2.101873
         ; 1.782756; 1.541035; 1.350971; 1.197125; 1.069679; 0.962092; 0.869840; 0.789695
         ; 0.719295; 0.656868; 0.601066; 0.550838; 0.505360; 0.463972; 0.426143; 0.391436
         ; 0.359496; 0.330023; 0.302768; 0.277520; 0.254099; 0.232351; 0.212141; 0.193355
         ; 0.175889; 0.159655; 0.144572; 0.130569; 0.117581; 0.105549; 0.094421; 0.084147
         ; 0.074681; 0.065981; 0.058005; 0.050717; 0.044080; 0.038059; 0.032621; 0.027733
         ; 0.023364; 0.019483; 0.016060; 0.013065; 0.010469; 0.008243; 0.006357; 0.004784
         ; 0.003495; 0.002461; 0.001654; 0.001046; 0.000609; 0.000315; 0.000135; 0.000041
         ; 0.000006; 0.000000 |] )
    ; ( "snecdor_dfnum_2.000000_dfden_1.000000"
      , 100.000000
      , f_cdf ~dfnum:2.000000 ~dfden:1.000000
      , f_pdf ~dfnum:2.000000 ~dfden:1.000000
      , f_logcdf ~dfnum:2.000000 ~dfden:1.000000
      , f_logpdf ~dfnum:2.000000 ~dfden:1.000000
      , Some (f_ppf ~dfnum:2.000000 ~dfden:1.000000)
      , f_sf ~dfnum:2.000000 ~dfden:1.000000
      , f_logsf ~dfnum:2.000000 ~dfden:1.000000
      , Some (f_isf ~dfnum:2.000000 ~dfden:1.000000)
      , [| 0.000001; 0.015984; 0.032745; 0.050337; 0.068814; 0.088238; 0.108674; 0.130194
         ; 0.152876; 0.176805; 0.202073; 0.228784; 0.257049; 0.286990; 0.318743; 0.352458
         ; 0.388298; 0.426448; 0.467109; 0.510507; 0.556892; 0.606547; 0.659785; 0.716959
         ; 0.778468; 0.844761; 0.916347; 0.993805; 1.077795; 1.169073; 1.268508; 1.377100
         ; 1.496010; 1.626588; 1.770411; 1.929334; 2.105546; 2.301650; 2.520756; 2.766607
         ; 3.043740; 3.357697; 3.715303; 4.125040; 4.597556; 5.146364; 5.788816; 6.547497
         ; 7.452232; 8.543062; 9.874762; 11.523841; 13.599788; 16.263723; 19.760638
         ; 24.477781; 31.056727; 40.623546; 55.304900; 79.520529; 123.744959; 218.076890
         ; 481.174212; 1811.940820; 500003.807247 |]
      , [| 0.999997; 0.953896; 0.909234; 0.865989; 0.824137; 0.783656; 0.744522; 0.706713
         ; 0.670207; 0.634980; 0.601009; 0.568273; 0.536747; 0.506409; 0.477236; 0.449206
         ; 0.422296; 0.396482; 0.371742; 0.348054; 0.325394; 0.303739; 0.283067; 0.263355
         ; 0.244580; 0.226719; 0.209749; 0.193649; 0.178394; 0.163962; 0.150330; 0.137475
         ; 0.125375; 0.114007; 0.103347; 0.093374; 0.084063; 0.075394; 0.067341; 0.059884
         ; 0.052998; 0.046662; 0.040852; 0.035545; 0.030719; 0.026351; 0.022418; 0.018897
         ; 0.015766; 0.013001; 0.010580; 0.008480; 0.006678; 0.005151; 0.003877; 0.002832
         ; 0.001994; 0.001341; 0.000848; 0.000494; 0.000255; 0.000109; 0.000033; 0.000005
         ; 0.000000 |] )
    ; ( "snecdor_dfnum_5.000000_dfden_2.000000"
      , 100.000000
      , f_cdf ~dfnum:5.000000 ~dfden:2.000000
      , f_pdf ~dfnum:5.000000 ~dfden:2.000000
      , f_logcdf ~dfnum:5.000000 ~dfden:2.000000
      , f_logpdf ~dfnum:5.000000 ~dfden:2.000000
      , Some (f_ppf ~dfnum:5.000000 ~dfden:2.000000)
      , f_sf ~dfnum:5.000000 ~dfden:2.000000
      , f_logsf ~dfnum:5.000000 ~dfden:2.000000
      , Some (f_isf ~dfnum:5.000000 ~dfden:2.000000)
      , [| 0.001596; 0.093458; 0.133264; 0.166496; 0.196790; 0.225520; 0.253389; 0.280819
         ; 0.308093; 0.335418; 0.362957; 0.390843; 0.419192; 0.448110; 0.477693; 0.508036
         ; 0.539232; 0.571375; 0.604560; 0.638888; 0.674463; 0.711395; 0.749802; 0.789813
         ; 0.831566; 0.875209; 0.920909; 0.968844; 1.019215; 1.072242; 1.128170; 1.187274
         ; 1.249861; 1.316277; 1.386915; 1.462217; 1.542693; 1.628924; 1.721579; 1.821437
         ; 1.929403; 2.046538; 2.174097; 2.313572; 2.466752; 2.635799; 2.823358; 3.032689
         ; 3.267865; 3.534040; 3.837835; 4.187896; 4.595735; 5.077026; 5.653675; 6.357252
         ; 7.234983; 8.360842; 9.857594; 11.944969; 15.058975; 20.204789; 30.335567
         ; 59.505845; 999.307304 |]
      , [| 0.001553; 0.338492; 0.439311; 0.496497; 0.531654; 0.553265; 0.565692; 0.571517
         ; 0.572409; 0.569521; 0.563680; 0.555504; 0.545468; 0.533942; 0.521224; 0.507553
         ; 0.493127; 0.478110; 0.462640; 0.446834; 0.430792; 0.414598; 0.398326; 0.382042
         ; 0.365800; 0.349649; 0.333634; 0.317791; 0.302155; 0.286756; 0.271619; 0.256770
         ; 0.242229; 0.228016; 0.214147; 0.200637; 0.187501; 0.174752; 0.162399; 0.150453
         ; 0.138924; 0.127820; 0.117147; 0.106913; 0.097123; 0.087783; 0.078899; 0.070473
         ; 0.062510; 0.055014; 0.047987; 0.041433; 0.035354; 0.029751; 0.024628; 0.019985
         ; 0.015824; 0.012147; 0.008954; 0.006245; 0.004023; 0.002287; 0.001038; 0.000276
         ; 0.000001 |] )
    ; ( "snecdor_dfnum_10.000000_dfden_1.000000"
      , 100.000000
      , f_cdf ~dfnum:10.000000 ~dfden:1.000000
      , f_pdf ~dfnum:10.000000 ~dfden:1.000000
      , f_logcdf ~dfnum:10.000000 ~dfden:1.000000
      , f_logpdf ~dfnum:10.000000 ~dfden:1.000000
      , Some (f_ppf ~dfnum:10.000000 ~dfden:1.000000)
      , f_sf ~dfnum:10.000000 ~dfden:1.000000
      , f_logsf ~dfnum:10.000000 ~dfden:1.000000
      , Some (f_isf ~dfnum:10.000000 ~dfden:1.000000)
      , [| 0.009048; 0.118229; 0.159460; 0.194624; 0.227505; 0.259516; 0.291389; 0.323585
         ; 0.356433; 0.390193; 0.425091; 0.461333; 0.499117; 0.538641; 0.580107; 0.623727
         ; 0.669727; 0.718349; 0.769856; 0.824537; 0.882710; 0.944724; 1.010972; 1.081889
         ; 1.157965; 1.239751; 1.327869; 1.423026; 1.526027; 1.637790; 1.759372; 1.891988
         ; 2.037048; 2.196188; 2.371323; 2.564700; 2.778974; 3.017300; 3.283445; 3.581947
         ; 3.918301; 4.299222; 4.732976; 5.229840; 5.802712; 6.467961; 7.246604; 8.165999
         ; 9.262270; 10.583923; 12.197297; 14.195065; 16.709849; 19.936802; 24.172671
         ; 29.886510; 37.855413; 49.443338; 67.226169; 96.557318; 150.123913; 264.382738
         ; 583.058046; 2194.941118; 605621.607974 |]
      , [| 0.000512; 0.328813; 0.420039; 0.463320; 0.483432; 0.490091; 0.488220; 0.480674
         ; 0.469255; 0.455166; 0.439246; 0.422100; 0.404172; 0.385794; 0.367222; 0.348648
         ; 0.330225; 0.312069; 0.294271; 0.276903; 0.260018; 0.243658; 0.227856; 0.212632
         ; 0.198005; 0.183982; 0.170571; 0.157773; 0.145585; 0.134004; 0.123023; 0.112633
         ; 0.102825; 0.093585; 0.084903; 0.076763; 0.069151; 0.062053; 0.055452; 0.049331
         ; 0.043675; 0.038465; 0.033684; 0.029315; 0.025340; 0.021741; 0.018498; 0.015595
         ; 0.013012; 0.010731; 0.008733; 0.007000; 0.005513; 0.004252; 0.003201; 0.002338
         ; 0.001647; 0.001107; 0.000700; 0.000408; 0.000211; 0.000090; 0.000028; 0.000004
         ; 0.000000 |] )
    ; ( "gamma_shape_1.000000_scale_1.000000"
      , 1.000000
      , gamma_cdf ~shape:1.000000 ~scale:1.000000
      , gamma_pdf ~shape:1.000000 ~scale:1.000000
      , gamma_logcdf ~shape:1.000000 ~scale:1.000000
      , gamma_logpdf ~shape:1.000000 ~scale:1.000000
      , Some (gamma_ppf ~shape:1.000000 ~scale:1.000000)
      , gamma_sf ~shape:1.000000 ~scale:1.000000
      , gamma_logsf ~shape:1.000000 ~scale:1.000000
      , Some (gamma_isf ~shape:1.000000 ~scale:1.000000)
      , [| 0.000000; 0.015748; 0.031749; 0.048009; 0.064539; 0.081346; 0.098440; 0.115832
         ; 0.133531; 0.151550; 0.169899; 0.188591; 0.207639; 0.227058; 0.246860; 0.267063
         ; 0.287682; 0.308736; 0.330242; 0.352221; 0.374693; 0.397683; 0.421214; 0.445311
         ; 0.470004; 0.495321; 0.521297; 0.547965; 0.575364; 0.603535; 0.632523; 0.662376
         ; 0.693147; 0.724896; 0.757686; 0.791587; 0.826679; 0.863046; 0.900787; 0.940007
         ; 0.980829; 1.023389; 1.067841; 1.114361; 1.163151; 1.214444; 1.268511; 1.325670
         ; 1.386294; 1.450833; 1.519826; 1.593933; 1.673976; 1.760987; 1.856298; 1.961658
         ; 2.079441; 2.212972; 2.367123; 2.549444; 2.772587; 3.060269; 3.465733; 4.158876
         ; 16.205013 |]
      , [| 1.000000; 0.984375; 0.968750; 0.953125; 0.937500; 0.921875; 0.906250; 0.890625
         ; 0.875000; 0.859375; 0.843750; 0.828125; 0.812500; 0.796875; 0.781250; 0.765625
         ; 0.750000; 0.734375; 0.718750; 0.703125; 0.687500; 0.671875; 0.656250; 0.640625
         ; 0.625000; 0.609375; 0.593750; 0.578125; 0.562500; 0.546875; 0.531250; 0.515625
         ; 0.500000; 0.484375; 0.468750; 0.453125; 0.437500; 0.421875; 0.406250; 0.390625
         ; 0.375000; 0.359375; 0.343750; 0.328125; 0.312500; 0.296875; 0.281250; 0.265625
         ; 0.250000; 0.234375; 0.218750; 0.203125; 0.187500; 0.171875; 0.156250; 0.140625
         ; 0.125000; 0.109375; 0.093750; 0.078125; 0.062500; 0.046875; 0.031250; 0.015625
         ; 0.000000 |] )
    ; ( "gamma_shape_1.000000_scale_2.000000"
      , 1.000000
      , gamma_cdf ~shape:1.000000 ~scale:2.000000
      , gamma_pdf ~shape:1.000000 ~scale:2.000000
      , gamma_logcdf ~shape:1.000000 ~scale:2.000000
      , gamma_logpdf ~shape:1.000000 ~scale:2.000000
      , Some (gamma_ppf ~shape:1.000000 ~scale:2.000000)
      , gamma_sf ~shape:1.000000 ~scale:2.000000
      , gamma_logsf ~shape:1.000000 ~scale:2.000000
      , Some (gamma_isf ~shape:1.000000 ~scale:2.000000)
      , [| 0.000000; 0.031497; 0.063498; 0.096019; 0.129077; 0.162691; 0.196880; 0.231664
         ; 0.267063; 0.303100; 0.339798; 0.377183; 0.415279; 0.454115; 0.493720; 0.534126
         ; 0.575364; 0.617471; 0.660483; 0.704441; 0.749387; 0.795366; 0.842427; 0.890622
         ; 0.940007; 0.990643; 1.042594; 1.095930; 1.150728; 1.207070; 1.265045; 1.324751
         ; 1.386294; 1.449792; 1.515371; 1.583174; 1.653357; 1.726092; 1.801573; 1.880014
         ; 1.961658; 2.046778; 2.135681; 2.228721; 2.326301; 2.428888; 2.537022; 2.651339
         ; 2.772588; 2.901665; 3.039651; 3.187867; 3.347952; 3.521975; 3.712595; 3.923316
         ; 4.158882; 4.425944; 4.734245; 5.098888; 5.545175; 6.120538; 6.931465; 8.317753
         ; 32.410026 |]
      , [| 0.500000; 0.492187; 0.484375; 0.476562; 0.468750; 0.460937; 0.453125; 0.445312
         ; 0.437500; 0.429687; 0.421875; 0.414062; 0.406250; 0.398437; 0.390625; 0.382812
         ; 0.375000; 0.367187; 0.359375; 0.351562; 0.343750; 0.335937; 0.328125; 0.320312
         ; 0.312500; 0.304687; 0.296875; 0.289062; 0.281250; 0.273437; 0.265625; 0.257812
         ; 0.250000; 0.242188; 0.234375; 0.226563; 0.218750; 0.210938; 0.203125; 0.195313
         ; 0.187500; 0.179688; 0.171875; 0.164063; 0.156250; 0.148438; 0.140625; 0.132813
         ; 0.125000; 0.117188; 0.109375; 0.101563; 0.093750; 0.085938; 0.078125; 0.070313
         ; 0.062500; 0.054688; 0.046875; 0.039063; 0.031250; 0.023438; 0.015625; 0.007813
         ; 0.000000 |] )
    ; ( "gamma_shape_0.900000_scale_1.000000"
      , 1.000000
      , gamma_cdf ~shape:0.900000 ~scale:1.000000
      , gamma_pdf ~shape:0.900000 ~scale:1.000000
      , gamma_logcdf ~shape:0.900000 ~scale:1.000000
      , gamma_logpdf ~shape:0.900000 ~scale:1.000000
      , Some (gamma_ppf ~shape:0.900000 ~scale:1.000000)
      , gamma_sf ~shape:0.900000 ~scale:1.000000
      , gamma_logsf ~shape:0.900000 ~scale:1.000000
      , Some (gamma_isf ~shape:0.900000 ~scale:1.000000)
      , [| 0.000000; 0.009473; 0.020582; 0.032499; 0.045033; 0.058099; 0.071648; 0.085654
         ; 0.100099; 0.114973; 0.130274; 0.146001; 0.162156; 0.178744; 0.195773; 0.213252
         ; 0.231191; 0.249604; 0.268505; 0.287908; 0.307833; 0.328298; 0.349325; 0.370936
         ; 0.393156; 0.416014; 0.439539; 0.463764; 0.488723; 0.514457; 0.541006; 0.568418
         ; 0.596743; 0.626037; 0.656361; 0.687783; 0.720379; 0.754231; 0.789433; 0.826090
         ; 0.864317; 0.904247; 0.946031; 0.989839; 1.035868; 1.084344; 1.135530; 1.189737
         ; 1.247328; 1.308741; 1.374503; 1.445258; 1.521808; 1.605161; 1.696617; 1.797890
         ; 1.911298; 2.040098; 2.189058; 2.365577; 2.582056; 2.861764; 3.256984; 3.934750
         ; 15.832484 |]
      , [| 5.607419; 1.477101; 1.351714; 1.276065; 1.219727; 1.173613; 1.133799; 1.098246
         ; 1.065757; 1.035574; 1.007186; 0.980235; 0.954457; 0.929656; 0.905680; 0.882409
         ; 0.859747; 0.837618; 0.815958; 0.794714; 0.773840; 0.753301; 0.733062; 0.713096
         ; 0.693380; 0.673891; 0.654612; 0.635526; 0.616619; 0.597878; 0.579291; 0.560848
         ; 0.542541; 0.524359; 0.506296; 0.488346; 0.470501; 0.452756; 0.435106; 0.417546
         ; 0.400072; 0.382679; 0.365365; 0.348125; 0.330957; 0.313857; 0.296824; 0.279854
         ; 0.262946; 0.246098; 0.229308; 0.212574; 0.195895; 0.179271; 0.162698; 0.146178
         ; 0.129710; 0.113293; 0.096929; 0.080616; 0.064358; 0.048157; 0.032019; 0.015953
         ; 0.000000 |] )
    ; ( "gamma_shape_1.500000_scale_1.000000"
      , 1.000000
      , gamma_cdf ~shape:1.500000 ~scale:1.000000
      , gamma_pdf ~shape:1.500000 ~scale:1.000000
      , gamma_logcdf ~shape:1.500000 ~scale:1.000000
      , gamma_logpdf ~shape:1.500000 ~scale:1.000000
      , Some (gamma_ppf ~shape:1.500000 ~scale:1.000000)
      , gamma_sf ~shape:1.500000 ~scale:1.000000
      , gamma_logsf ~shape:1.500000 ~scale:1.000000
      , Some (gamma_isf ~shape:1.500000 ~scale:1.000000)
      , [| 0.000026; 0.077945; 0.126107; 0.167991; 0.206606; 0.243186; 0.278393; 0.312633
         ; 0.346179; 0.379230; 0.411934; 0.444410; 0.476753; 0.509045; 0.541354; 0.573743
         ; 0.606267; 0.638976; 0.671920; 0.705144; 0.738692; 0.772607; 0.806933; 0.841713
         ; 0.876991; 0.912812; 0.949222; 0.986272; 1.024010; 1.062492; 1.101774; 1.141917
         ; 1.182987; 1.225055; 1.268196; 1.312496; 1.358045; 1.404943; 1.453303; 1.503247
         ; 1.554914; 1.608457; 1.664053; 1.721898; 1.782220; 1.845280; 1.911379; 1.980871
         ; 2.054172; 2.131779; 2.214289; 2.302433; 2.397113; 2.499468; 2.610959; 2.733506
         ; 2.869706; 3.023193; 3.199280; 3.406181; 3.657631; 3.979300; 4.428632; 5.188069
         ; 17.695129 |]
      , [| 0.005707; 0.291405; 0.353230; 0.390968; 0.417156; 0.436325; 0.450692; 0.461527
         ; 0.469636; 0.475564; 0.479698; 0.482328; 0.483672; 0.483902; 0.483157; 0.481549
         ; 0.479169; 0.476095; 0.472392; 0.468116; 0.463316; 0.458032; 0.452301; 0.446155
         ; 0.439623; 0.432730; 0.425497; 0.417947; 0.410096; 0.401961; 0.393556; 0.384897
         ; 0.375993; 0.366858; 0.357501; 0.347932; 0.338159; 0.328190; 0.318033; 0.307694
         ; 0.297179; 0.286494; 0.275645; 0.264635; 0.253470; 0.242154; 0.230689; 0.219080
         ; 0.207328; 0.195437; 0.183408; 0.171244; 0.158945; 0.146512; 0.133946; 0.121246
         ; 0.108412; 0.095440; 0.082329; 0.069072; 0.055663; 0.042089; 0.028331; 0.014349
         ; 0.000000 |] )
    ; ( "gamma_shape_2.500000_scale_1.000000"
      , 1.000000
      , gamma_cdf ~shape:2.500000 ~scale:1.000000
      , gamma_pdf ~shape:2.500000 ~scale:1.000000
      , gamma_logcdf ~shape:2.500000 ~scale:1.000000
      , gamma_logpdf ~shape:2.500000 ~scale:1.000000
      , Some (gamma_ppf ~shape:2.500000 ~scale:1.000000)
      , gamma_sf ~shape:2.500000 ~scale:1.000000
      , gamma_logsf ~shape:2.500000 ~scale:1.000000
      , Some (gamma_isf ~shape:2.500000 ~scale:1.000000)
      , [| 0.002547; 0.336907; 0.460047; 0.555503; 0.637417; 0.711076; 0.779132; 0.843135
         ; 0.904086; 0.962675; 1.019403; 1.074649; 1.128710; 1.181824; 1.234188; 1.285967
         ; 1.337302; 1.388317; 1.439123; 1.489820; 1.540498; 1.591244; 1.642138; 1.693256
         ; 1.744674; 1.796466; 1.848703; 1.901461; 1.954812; 2.008834; 2.063605; 2.119209
         ; 2.175730; 2.233261; 2.291901; 2.351753; 2.412931; 2.475559; 2.539772; 2.605718
         ; 2.673564; 2.743493; 2.815711; 2.890452; 2.967981; 3.048603; 3.132668; 3.220586
         ; 3.312840; 3.410000; 3.512755; 3.621942; 3.738595; 3.864015; 3.999869; 4.148341
         ; 4.312382; 4.496107; 4.705523; 4.949893; 5.244658; 5.618588; 6.135793; 6.998766
         ; 20.489097 |]
      , [| 0.000096; 0.105029; 0.148174; 0.178707; 0.202382; 0.221524; 0.237360; 0.250634
         ; 0.261842; 0.271331; 0.279358; 0.286121; 0.291773; 0.296438; 0.300217; 0.303194
         ; 0.305439; 0.307014; 0.307969; 0.308350; 0.308195; 0.307539; 0.306413; 0.304843
         ; 0.302854; 0.300467; 0.297703; 0.294578; 0.291110; 0.287312; 0.283199; 0.278781
         ; 0.274071; 0.269079; 0.263814; 0.258284; 0.252498; 0.246463; 0.240186; 0.233672
         ; 0.226927; 0.219956; 0.212764; 0.205355; 0.197732; 0.189899; 0.181859; 0.173613
         ; 0.165164; 0.156513; 0.147661; 0.138608; 0.129353; 0.119895; 0.110233; 0.100363
         ; 0.090281; 0.079981; 0.069453; 0.058688; 0.047667; 0.036365; 0.024742; 0.012717
         ; 0.000000 |] )
    ; ( "gamma_shape_3.000000_scale_2.000000"
      , 1.000000
      , gamma_cdf ~shape:3.000000 ~scale:2.000000
      , gamma_pdf ~shape:3.000000 ~scale:2.000000
      , gamma_logcdf ~shape:3.000000 ~scale:2.000000
      , gamma_logpdf ~shape:3.000000 ~scale:2.000000
      , Some (gamma_ppf ~shape:3.000000 ~scale:2.000000)
      , gamma_sf ~shape:3.000000 ~scale:2.000000
      , gamma_logsf ~shape:3.000000 ~scale:2.000000
      , Some (gamma_isf ~shape:3.000000 ~scale:2.000000)
      , [| 0.016735; 1.031879; 1.351366; 1.592363; 1.795660; 1.976194; 2.141354; 2.295413
         ; 2.441104; 2.580299; 2.714346; 2.844258; 2.970822; 3.094666; 3.216302; 3.336158
         ; 3.454599; 3.571941; 3.688462; 3.804410; 3.920013; 4.035479; 4.151003; 4.266768
         ; 4.382954; 4.499732; 4.617272; 4.735742; 4.855313; 4.976155; 5.098448; 5.222372
         ; 5.348121; 5.475894; 5.605906; 5.738386; 5.873579; 6.011751; 6.153194; 6.298226
         ; 6.447202; 6.600512; 6.758598; 6.921956; 7.091149; 7.266822; 7.449719; 7.640707
         ; 7.840804; 8.051216; 8.273396; 8.509109; 8.760535; 9.030409; 9.322240; 9.640620
         ; 9.991745; 10.384259; 10.830756; 11.350654; 11.976279; 12.767802; 13.859119
         ; 15.672322; 43.213367 |]
      , [| 0.000017; 0.039725; 0.058074; 0.071480; 0.082112; 0.090869; 0.098235; 0.104510
         ; 0.109894; 0.114529; 0.118522; 0.121954; 0.124890; 0.127382; 0.129474; 0.131201
         ; 0.132592; 0.133675; 0.134472; 0.135001; 0.135280; 0.135325; 0.135147; 0.134760
         ; 0.134174; 0.133398; 0.132441; 0.131312; 0.130016; 0.128561; 0.126953; 0.125196
         ; 0.123297; 0.121259; 0.119087; 0.116784; 0.114355; 0.111801; 0.109127; 0.106334
         ; 0.103426; 0.100404; 0.097271; 0.094027; 0.090675; 0.087217; 0.083652; 0.079981
         ; 0.076207; 0.072328; 0.068344; 0.064257; 0.060064; 0.055766; 0.051360; 0.046844
         ; 0.042217; 0.037473; 0.032608; 0.027616; 0.022486; 0.017204; 0.011746; 0.006067
         ; 0.000000 |] )
    ; ( "uniform_a_1.000000_b_2.000000"
      , 1.000000
      , uniform_cdf ~a:1.000000 ~b:2.000000
      , uniform_pdf ~a:1.000000 ~b:2.000000
      , uniform_logcdf ~a:1.000000 ~b:2.000000
      , uniform_logpdf ~a:1.000000 ~b:2.000000
      , Some (uniform_ppf ~a:1.000000 ~b:2.000000)
      , uniform_sf ~a:1.000000 ~b:2.000000
      , uniform_logsf ~a:1.000000 ~b:2.000000
      , Some (uniform_isf ~a:1.000000 ~b:2.000000)
      , [| 1.000000; 1.015625; 1.031250; 1.046875; 1.062500; 1.078125; 1.093750; 1.109375
         ; 1.125000; 1.140625; 1.156250; 1.171875; 1.187500; 1.203125; 1.218750; 1.234375
         ; 1.250000; 1.265625; 1.281250; 1.296875; 1.312500; 1.328125; 1.343750; 1.359375
         ; 1.375000; 1.390625; 1.406250; 1.421875; 1.437500; 1.453125; 1.468750; 1.484375
         ; 1.500000; 1.515625; 1.531250; 1.546875; 1.562500; 1.578125; 1.593750; 1.609375
         ; 1.625000; 1.640625; 1.656250; 1.671875; 1.687500; 1.703125; 1.718750; 1.734375
         ; 1.750000; 1.765625; 1.781250; 1.796875; 1.812500; 1.828125; 1.843750; 1.859375
         ; 1.875000; 1.890625; 1.906250; 1.921875; 1.937500; 1.953125; 1.968750; 1.984375
         ; 2.000000 |]
      , [| 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000 |] )
    ; ( "uniform_a_100.000000_b_200.000000"
      , 1.000000
      , uniform_cdf ~a:100.000000 ~b:200.000000
      , uniform_pdf ~a:100.000000 ~b:200.000000
      , uniform_logcdf ~a:100.000000 ~b:200.000000
      , uniform_logpdf ~a:100.000000 ~b:200.000000
      , Some (uniform_ppf ~a:100.000000 ~b:200.000000)
      , uniform_sf ~a:100.000000 ~b:200.000000
      , uniform_logsf ~a:100.000000 ~b:200.000000
      , Some (uniform_isf ~a:100.000000 ~b:200.000000)
      , [| 100.000009; 101.562510; 103.125010; 104.687509; 106.250008; 107.812508
         ; 109.375009; 110.937508; 112.500007; 114.062507; 115.625008; 117.187507
         ; 118.750006; 120.312506; 121.875007; 123.437506; 125.000005; 126.562505
         ; 128.125004; 129.687504; 131.250003; 132.812504; 134.375003; 135.937503
         ; 137.500002; 139.062503; 140.625002; 142.187501; 143.750001; 145.312502
         ; 146.875001; 148.437500; 150.000000; 151.562500; 153.124999; 154.687498
         ; 156.249999; 157.812499; 159.374998; 160.937497; 162.499998; 164.062497
         ; 165.624997; 167.187496; 168.749997; 170.312496; 171.874996; 173.437495
         ; 174.999995; 176.562494; 178.124993; 179.687494; 181.249994; 182.812493
         ; 184.374992; 185.937493; 187.499993; 189.062492; 190.624991; 192.187492
         ; 193.749992; 195.312491; 196.874990; 198.437490; 199.999991 |]
      , [| 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000
         ; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000
         ; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000
         ; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000
         ; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000
         ; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000
         ; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000
         ; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000; 0.010000
         ; 0.010000 |] )
    ; ( "uniform_a_-10.000000_b_10.000000"
      , 1.000000
      , uniform_cdf ~a:(-10.000000) ~b:10.000000
      , uniform_pdf ~a:(-10.000000) ~b:10.000000
      , uniform_logcdf ~a:(-10.000000) ~b:10.000000
      , uniform_logpdf ~a:(-10.000000) ~b:10.000000
      , Some (uniform_ppf ~a:(-10.000000) ~b:10.000000)
      , uniform_sf ~a:(-10.000000) ~b:10.000000
      , uniform_logsf ~a:(-10.000000) ~b:10.000000
      , Some (uniform_isf ~a:(-10.000000) ~b:10.000000)
      , [| -9.999998; -9.687498; -9.374998; -9.062498; -8.749998; -8.437499; -8.124998
         ; -7.812498; -7.499998; -7.187498; -6.874999; -6.562499; -6.249999; -5.937499
         ; -5.624999; -5.312499; -4.999999; -4.687499; -4.374999; -4.062499; -3.749999
         ; -3.437499; -3.124999; -2.812499; -2.500000; -2.187500; -1.875000; -1.562500
         ; -1.250000; -0.937500; -0.625000; -0.312500; 0.000000; 0.312500; 0.625000
         ; 0.937500; 1.250000; 1.562500; 1.875000; 2.187500; 2.500000; 2.812499; 3.124999
         ; 3.437499; 3.749999; 4.062499; 4.374999; 4.687499; 4.999999; 5.312499; 5.624999
         ; 5.937499; 6.249999; 6.562499; 6.874999; 7.187498; 7.499998; 7.812498; 8.124998
         ; 8.437499; 8.749998; 9.062498; 9.374998; 9.687498; 9.999998 |]
      , [| 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000
         ; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000
         ; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000
         ; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000
         ; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000
         ; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000
         ; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000
         ; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000; 0.050000
         ; 0.050000 |] )
    ; ( "vonmises_mu_0.000000_kappa_1.000000"
      , 1.000000
      , vonmises_cdf ~mu:0.000000 ~kappa:1.000000
      , vonmises_pdf ~mu:0.000000 ~kappa:1.000000
      , vonmises_logcdf ~mu:0.000000 ~kappa:1.000000
      , vonmises_logpdf ~mu:0.000000 ~kappa:1.000000
      , None
      , vonmises_sf ~mu:0.000000 ~kappa:1.000000
      , vonmises_logsf ~mu:0.000000 ~kappa:1.000000
      , None
      , [| -3.141590; -2.809870; -2.509605; -2.253826; -2.040020; -1.860310; -1.706956
         ; -1.573814; -1.456316; -1.351104; -1.255694; -1.168222; -1.087270; -1.011735
         ; -0.940748; -0.873613; -0.809767; -0.748744; -0.690155; -0.633674; -0.579022
         ; -0.525957; -0.474270; -0.423776; -0.374308; -0.325720; -0.277877; -0.230653
         ; -0.183934; -0.137610; -0.091579; -0.045742; 0.000000; 0.045742; 0.091579
         ; 0.137610; 0.183934; 0.230653; 0.277877; 0.325720; 0.374308; 0.423776; 0.474270
         ; 0.525957; 0.579022; 0.633674; 0.690155; 0.748744; 0.809767; 0.873613; 0.940748
         ; 1.011735; 1.087270; 1.168222; 1.255694; 1.351104; 1.456316; 1.573814; 1.706956
         ; 1.860310; 2.040020; 2.253826; 2.509605; 2.809870; 3.141590 |]
      , [| 0.046245; 0.048837; 0.056098; 0.066875; 0.079979; 0.094488; 0.109752; 0.125329
         ; 0.140920; 0.156318; 0.171379; 0.186001; 0.200110; 0.213653; 0.226591; 0.238895
         ; 0.250543; 0.261519; 0.271812; 0.281412; 0.290314; 0.298511; 0.306002; 0.312782
         ; 0.318851; 0.324208; 0.328851; 0.332780; 0.335995; 0.338495; 0.340282; 0.341353
         ; 0.341710; 0.341353; 0.340282; 0.338495; 0.335995; 0.332780; 0.328851; 0.324208
         ; 0.318851; 0.312782; 0.306002; 0.298511; 0.290314; 0.281412; 0.271812; 0.261519
         ; 0.250543; 0.238895; 0.226591; 0.213653; 0.200110; 0.186001; 0.171379; 0.156318
         ; 0.140920; 0.125329; 0.109752; 0.094488; 0.079979; 0.066875; 0.056098; 0.048837
         ; 0.046245 |] )
    ; ( "vonmises_mu_0.000000_kappa_0.010000"
      , 1.000000
      , vonmises_cdf ~mu:0.000000 ~kappa:0.010000
      , vonmises_pdf ~mu:0.000000 ~kappa:0.010000
      , vonmises_logcdf ~mu:0.000000 ~kappa:0.010000
      , vonmises_logpdf ~mu:0.000000 ~kappa:0.010000
      , None
      , vonmises_sf ~mu:0.000000 ~kappa:0.010000
      , vonmises_logsf ~mu:0.000000 ~kappa:0.010000
      , None
      , [| -3.141592; -3.042430; -2.943277; -2.844144; -2.745040; -2.645973; -2.546953
         ; -2.447988; -2.349085; -2.250252; -2.151495; -2.052820; -1.954230; -1.855730
         ; -1.757324; -1.659012; -1.560796; -1.462677; -1.364653; -1.266723; -1.168885
         ; -1.071134; -0.973468; -0.875879; -0.778364; -0.680916; -0.583527; -0.486191
         ; -0.388899; -0.291642; -0.194413; -0.097202; 0.000000; 0.097202; 0.194413
         ; 0.291642; 0.388899; 0.486191; 0.583527; 0.680916; 0.778364; 0.875879; 0.973468
         ; 1.071134; 1.168885; 1.266723; 1.364653; 1.462677; 1.560796; 1.659012; 1.757324
         ; 1.855730; 1.954230; 2.052820; 2.151495; 2.250252; 2.349085; 2.447988; 2.546953
         ; 2.645973; 2.745040; 2.844144; 2.943277; 3.042430; 3.141592 |]
      , [| 0.157567; 0.157575; 0.157598; 0.157637; 0.157690; 0.157757; 0.157838; 0.157932
         ; 0.158038; 0.158154; 0.158280; 0.158415; 0.158557; 0.158704; 0.158856; 0.159011
         ; 0.159167; 0.159323; 0.159477; 0.159628; 0.159775; 0.159915; 0.160049; 0.160173
         ; 0.160288; 0.160392; 0.160485; 0.160564; 0.160630; 0.160683; 0.160720; 0.160743
         ; 0.160750; 0.160743; 0.160720; 0.160683; 0.160630; 0.160564; 0.160485; 0.160392
         ; 0.160288; 0.160173; 0.160049; 0.159915; 0.159775; 0.159628; 0.159477; 0.159323
         ; 0.159167; 0.159011; 0.158856; 0.158704; 0.158557; 0.158415; 0.158280; 0.158154
         ; 0.158038; 0.157932; 0.157838; 0.157757; 0.157690; 0.157637; 0.157598; 0.157575
         ; 0.157567 |] )
    ; ( "vonmises_mu_0.000000_kappa_0.500000"
      , 1.000000
      , vonmises_cdf ~mu:0.000000 ~kappa:0.500000
      , vonmises_pdf ~mu:0.000000 ~kappa:0.500000
      , vonmises_logcdf ~mu:0.000000 ~kappa:0.500000
      , vonmises_logpdf ~mu:0.000000 ~kappa:0.500000
      , None
      , vonmises_sf ~mu:0.000000 ~kappa:0.500000
      , vonmises_logsf ~mu:0.000000 ~kappa:0.500000
      , None
      , [| -3.141592; -2.969875; -2.800628; -2.636012; -2.477678; -2.326679; -2.183518
         ; -2.048257; -1.920644; -1.800237; -1.686490; -1.578820; -1.476646; -1.379415
         ; -1.286612; -1.197765; -1.112447; -1.030272; -0.950894; -0.874000; -0.799308
         ; -0.726564; -0.655536; -0.586014; -0.517803; -0.450724; -0.384612; -0.319310
         ; -0.254670; -0.190553; -0.126822; -0.063347; 0.000000; 0.063347; 0.126822
         ; 0.190553; 0.254670; 0.319310; 0.384612; 0.450724; 0.517803; 0.586014; 0.655536
         ; 0.726564; 0.799308; 0.874000; 0.950894; 1.030272; 1.112447; 1.197765; 1.286612
         ; 1.379415; 1.476646; 1.578820; 1.686490; 1.800237; 1.920644; 2.048257; 2.183518
         ; 2.326679; 2.477678; 2.636012; 2.800628; 2.969875; 3.141592 |]
      , [| 0.090770; 0.091440; 0.093421; 0.096629; 0.100941; 0.106204; 0.112256; 0.118934
         ; 0.126084; 0.133568; 0.141261; 0.149055; 0.156857; 0.164586; 0.172176; 0.179567
         ; 0.186711; 0.193567; 0.200098; 0.206275; 0.212073; 0.217470; 0.222447; 0.226990
         ; 0.231084; 0.234720; 0.237888; 0.240580; 0.242791; 0.244515; 0.245750; 0.246491
         ; 0.246738; 0.246491; 0.245750; 0.244515; 0.242791; 0.240580; 0.237888; 0.234720
         ; 0.231084; 0.226990; 0.222447; 0.217470; 0.212073; 0.206275; 0.200098; 0.193567
         ; 0.186711; 0.179567; 0.172176; 0.164586; 0.156857; 0.149055; 0.141261; 0.133568
         ; 0.126084; 0.118934; 0.112256; 0.106204; 0.100941; 0.096629; 0.093421; 0.091440
         ; 0.090770 |] )
    ; ( "vonmises_mu_0.000000_kappa_2.000000"
      , 1.000000
      , vonmises_cdf ~mu:0.000000 ~kappa:2.000000
      , vonmises_pdf ~mu:0.000000 ~kappa:2.000000
      , vonmises_logcdf ~mu:0.000000 ~kappa:2.000000
      , vonmises_logpdf ~mu:0.000000 ~kappa:2.000000
      , None
      , vonmises_sf ~mu:0.000000 ~kappa:2.000000
      , vonmises_logsf ~mu:0.000000 ~kappa:2.000000
      , None
      , [| -3.141582; -2.058437; -1.669835; -1.452104; -1.300550; -1.183426; -1.087252
         ; -1.005112; -0.932999; -0.868387; -0.809585; -0.755402; -0.704971; -0.657637
         ; -0.612894; -0.570343; -0.529663; -0.490590; -0.452906; -0.416425; -0.380991
         ; -0.346467; -0.312734; -0.279687; -0.247233; -0.215287; -0.183771; -0.152614
         ; -0.121749; -0.091115; -0.060650; -0.030297; 0.000000; 0.030297; 0.060650
         ; 0.091115; 0.121749; 0.152614; 0.183771; 0.215287; 0.247233; 0.279687; 0.312734
         ; 0.346467; 0.380991; 0.416425; 0.452906; 0.490590; 0.529663; 0.570343; 0.612894
         ; 0.657637; 0.704971; 0.755402; 0.809585; 0.868387; 0.932999; 1.005112; 1.087252
         ; 1.183426; 1.300550; 1.452104; 1.669835; 2.058437; 3.141582 |]
      , [| 0.009449; 0.027352; 0.057290; 0.088474; 0.119083; 0.148620; 0.176925; 0.203949
         ; 0.229692; 0.254170; 0.277406; 0.299429; 0.320264; 0.339938; 0.358475; 0.375897
         ; 0.392226; 0.407481; 0.421679; 0.434835; 0.446964; 0.458079; 0.468191; 0.477311
         ; 0.485447; 0.492609; 0.498801; 0.504032; 0.508304; 0.511623; 0.513992; 0.515412
         ; 0.515885; 0.515412; 0.513992; 0.511623; 0.508304; 0.504032; 0.498801; 0.492609
         ; 0.485447; 0.477311; 0.468191; 0.458079; 0.446964; 0.434835; 0.421679; 0.407481
         ; 0.392226; 0.375897; 0.358475; 0.339938; 0.320264; 0.299429; 0.277406; 0.254170
         ; 0.229692; 0.203949; 0.176925; 0.148620; 0.119083; 0.088474; 0.057290; 0.027352
         ; 0.009449 |] )
    ; ( "vonmises_mu_0.000000_kappa_4.000000"
      , 1.000000
      , vonmises_cdf ~mu:0.000000 ~kappa:4.000000
      , vonmises_pdf ~mu:0.000000 ~kappa:4.000000
      , vonmises_logcdf ~mu:0.000000 ~kappa:4.000000
      , vonmises_logpdf ~mu:0.000000 ~kappa:4.000000
      , None
      , vonmises_sf ~mu:0.000000 ~kappa:4.000000
      , vonmises_logsf ~mu:0.000000 ~kappa:4.000000
      , None
      , [| -3.141209; -1.200032; -1.016618; -0.904922; -0.822536; -0.756269; -0.700242
         ; -0.651306; -0.607573; -0.567818; -0.531200; -0.497114; -0.465112; -0.434849
         ; -0.406056; -0.378517; -0.352055; -0.326526; -0.301807; -0.277795; -0.254399
         ; -0.231541; -0.209154; -0.187175; -0.165551; -0.144230; -0.123168; -0.102321
         ; -0.081651; -0.061119; -0.040690; -0.020328; 0.000000; 0.020328; 0.040690
         ; 0.061119; 0.081651; 0.102321; 0.123168; 0.144230; 0.165551; 0.187175; 0.209154
         ; 0.231541; 0.254399; 0.277795; 0.301807; 0.326526; 0.352055; 0.378517; 0.406056
         ; 0.434849; 0.465112; 0.497114; 0.531200; 0.567818; 0.607573; 0.651306; 0.700242
         ; 0.756269; 0.822536; 0.904922; 1.016618; 1.200032; 3.141209 |]
      , [| 0.000258; 0.059992; 0.115571; 0.166650; 0.214083; 0.258400; 0.299960; 0.339026
         ; 0.375797; 0.410433; 0.443060; 0.473786; 0.502699; 0.529874; 0.555378; 0.579265
         ; 0.601586; 0.622382; 0.641692; 0.659548; 0.675981; 0.691014; 0.704672; 0.716975
         ; 0.727938; 0.737579; 0.745909; 0.752939; 0.758679; 0.763136; 0.766316; 0.768222
         ; 0.768857; 0.768222; 0.766316; 0.763136; 0.758679; 0.752939; 0.745909; 0.737579
         ; 0.727938; 0.716975; 0.704672; 0.691014; 0.675981; 0.659548; 0.641692; 0.622382
         ; 0.601586; 0.579265; 0.555378; 0.529874; 0.502699; 0.473786; 0.443060; 0.410433
         ; 0.375797; 0.339026; 0.299960; 0.258400; 0.214083; 0.166650; 0.115571; 0.059992
         ; 0.000258 |] )
    ; ( "vonmises_mu_2.000000_kappa_2.000000"
      , 1.000000
      , vonmises_cdf ~mu:2.000000 ~kappa:2.000000
      , vonmises_pdf ~mu:2.000000 ~kappa:2.000000
      , vonmises_logcdf ~mu:2.000000 ~kappa:2.000000
      , vonmises_logpdf ~mu:2.000000 ~kappa:2.000000
      , None
      , vonmises_sf ~mu:2.000000 ~kappa:2.000000
      , vonmises_logsf ~mu:2.000000 ~kappa:2.000000
      , None
      , [| -1.141582; -0.058437; 0.330165; 0.547896; 0.699450; 0.816574; 0.912748
         ; 0.994888; 1.067001; 1.131613; 1.190415; 1.244598; 1.295029; 1.342363; 1.387106
         ; 1.429657; 1.470337; 1.509410; 1.547094; 1.583575; 1.619009; 1.653533; 1.687266
         ; 1.720313; 1.752767; 1.784713; 1.816229; 1.847386; 1.878251; 1.908885; 1.939350
         ; 1.969703; 2.000000; 2.030297; 2.060650; 2.091115; 2.121749; 2.152614; 2.183771
         ; 2.215287; 2.247233; 2.279687; 2.312734; 2.346467; 2.380991; 2.416425; 2.452906
         ; 2.490590; 2.529663; 2.570343; 2.612894; 2.657637; 2.704971; 2.755402; 2.809585
         ; 2.868387; 2.932999; 3.005112; 3.087252; 3.183426; 3.300550; 3.452104; 3.669835
         ; 4.058437; 5.141582 |]
      , [| 0.009449; 0.027352; 0.057290; 0.088474; 0.119083; 0.148620; 0.176925; 0.203949
         ; 0.229692; 0.254170; 0.277406; 0.299429; 0.320264; 0.339938; 0.358475; 0.375897
         ; 0.392226; 0.407481; 0.421679; 0.434835; 0.446964; 0.458079; 0.468191; 0.477311
         ; 0.485447; 0.492609; 0.498801; 0.504032; 0.508304; 0.511623; 0.513992; 0.515412
         ; 0.515885; 0.515412; 0.513992; 0.511623; 0.508304; 0.504032; 0.498801; 0.492609
         ; 0.485447; 0.477311; 0.468191; 0.458079; 0.446964; 0.434835; 0.421679; 0.407481
         ; 0.392226; 0.375897; 0.358475; 0.339938; 0.320264; 0.299429; 0.277406; 0.254170
         ; 0.229692; 0.203949; 0.176925; 0.148620; 0.119083; 0.088474; 0.057290; 0.027352
         ; 0.009449 |] )
    ; ( "rayleigh_1.000000"
      , 1.000000
      , rayleigh_cdf ~sigma:1.000000
      , rayleigh_pdf ~sigma:1.000000
      , rayleigh_logcdf ~sigma:1.000000
      , rayleigh_logpdf ~sigma:1.000000
      , Some (rayleigh_ppf ~sigma:1.000000)
      , rayleigh_sf ~sigma:1.000000
      , rayleigh_logsf ~sigma:1.000000
      , Some (rayleigh_isf ~sigma:1.000000)
      , [| 0.000447; 0.177474; 0.251987; 0.309869; 0.359273; 0.403350; 0.443712; 0.481315
         ; 0.516781; 0.550545; 0.582922; 0.614152; 0.644421; 0.673881; 0.702652; 0.730839
         ; 0.758528; 0.785793; 0.812701; 0.839310; 0.865671; 0.891833; 0.917838; 0.943728
         ; 0.969540; 0.995310; 1.021075; 1.046867; 1.072720; 1.098667; 1.124742; 1.150978
         ; 1.177410; 1.204073; 1.231004; 1.258243; 1.285829; 1.313808; 1.342227; 1.371136
         ; 1.400592; 1.430656; 1.461397; 1.492890; 1.525222; 1.558489; 1.592803; 1.628293
         ; 1.665109; 1.703428; 1.743459; 1.785460; 1.829741; 1.876693; 1.926810; 1.980736
         ; 2.039334; 2.103793; 2.175832; 2.258072; 2.354819; 2.473972; 2.632768; 2.884052
         ; 5.676270 |]
      , [| 0.000447; 0.174701; 0.244113; 0.295344; 0.336819; 0.371839; 0.402114; 0.428671
         ; 0.452184; 0.473125; 0.491841; 0.508594; 0.523592; 0.536999; 0.548947; 0.559549
         ; 0.568896; 0.577067; 0.584129; 0.590140; 0.595149; 0.599200; 0.602331; 0.604576
         ; 0.605962; 0.606517; 0.606263; 0.605220; 0.603405; 0.600834; 0.597519; 0.593473
         ; 0.588705; 0.583223; 0.577033; 0.570141; 0.562550; 0.554263; 0.545280; 0.535600
         ; 0.525222; 0.514142; 0.502355; 0.489855; 0.476632; 0.462676; 0.447976; 0.432515
         ; 0.416277; 0.399241; 0.381382; 0.362672; 0.343077; 0.322557; 0.301064; 0.278541
         ; 0.254917; 0.230103; 0.203984; 0.176412; 0.147176; 0.115968; 0.082274; 0.045064
         ; 0.000001 |] )
    ; ( "rayleigh_1.500000"
      , 1.000000
      , rayleigh_cdf ~sigma:1.500000
      , rayleigh_pdf ~sigma:1.500000
      , rayleigh_logcdf ~sigma:1.500000
      , rayleigh_logpdf ~sigma:1.500000
      , Some (rayleigh_ppf ~sigma:1.500000)
      , rayleigh_sf ~sigma:1.500000
      , rayleigh_logsf ~sigma:1.500000
      , Some (rayleigh_isf ~sigma:1.500000)
      , [| 0.000656; 0.266211; 0.377981; 0.464803; 0.538910; 0.605025; 0.665568; 0.721972
         ; 0.775172; 0.825818; 0.874383; 0.921228; 0.966632; 1.010821; 1.053979; 1.096259
         ; 1.137792; 1.178690; 1.219052; 1.258965; 1.298507; 1.337749; 1.376757; 1.415592
         ; 1.454310; 1.492966; 1.531612; 1.570300; 1.609080; 1.648001; 1.687113; 1.726467
         ; 1.766115; 1.806109; 1.846506; 1.887364; 1.928744; 1.970713; 2.013340; 2.056704
         ; 2.100888; 2.145985; 2.192095; 2.239335; 2.287833; 2.337734; 2.389205; 2.442440
         ; 2.497664; 2.555141; 2.615189; 2.678190; 2.744612; 2.815039; 2.890214; 2.971104
         ; 3.059000; 3.155689; 3.263748; 3.387108; 3.532229; 3.710958; 3.949152; 4.326077
         ; 8.514404 |]
      , [| 0.000291; 0.116467; 0.162742; 0.196896; 0.224546; 0.247892; 0.268076; 0.285781
         ; 0.301456; 0.315416; 0.327894; 0.339063; 0.349062; 0.357999; 0.365965; 0.373032
         ; 0.379264; 0.384711; 0.389419; 0.393427; 0.396766; 0.399467; 0.401554; 0.403050
         ; 0.403975; 0.404345; 0.404175; 0.403480; 0.402270; 0.400556; 0.398346; 0.395649
         ; 0.392470; 0.388815; 0.384689; 0.380094; 0.375034; 0.369509; 0.363520; 0.357067
         ; 0.350148; 0.342761; 0.334904; 0.326570; 0.317755; 0.308451; 0.298651; 0.288344
         ; 0.277518; 0.266161; 0.254255; 0.241781; 0.228718; 0.215038; 0.200709; 0.185694
         ; 0.169945; 0.153402; 0.135990; 0.117608; 0.098118; 0.077312; 0.054849; 0.030042
         ; 0.000000 |] )
    ; ( "rayleigh_0.500000"
      , 1.000000
      , rayleigh_cdf ~sigma:0.500000
      , rayleigh_pdf ~sigma:0.500000
      , rayleigh_logcdf ~sigma:0.500000
      , rayleigh_logpdf ~sigma:0.500000
      , Some (rayleigh_ppf ~sigma:0.500000)
      , rayleigh_sf ~sigma:0.500000
      , rayleigh_logsf ~sigma:0.500000
      , Some (rayleigh_isf ~sigma:0.500000)
      , [| 0.000224; 0.088737; 0.125994; 0.154934; 0.179637; 0.201675; 0.221856; 0.240657
         ; 0.258391; 0.275273; 0.291461; 0.307076; 0.322211; 0.336940; 0.351326; 0.365420
         ; 0.379264; 0.392897; 0.406351; 0.419655; 0.432836; 0.445916; 0.458919; 0.471864
         ; 0.484770; 0.497655; 0.510537; 0.523433; 0.536360; 0.549334; 0.562371; 0.575489
         ; 0.588705; 0.602036; 0.615502; 0.629121; 0.642915; 0.656904; 0.671113; 0.685568
         ; 0.700296; 0.715328; 0.730698; 0.746445; 0.762611; 0.779244; 0.796402; 0.814147
         ; 0.832555; 0.851714; 0.871730; 0.892730; 0.914870; 0.938346; 0.963405; 0.990368
         ; 1.019667; 1.051896; 1.087916; 1.129036; 1.177410; 1.236986; 1.316384; 1.442026
         ; 2.838135 |]
      , [| 0.000894; 0.349401; 0.488225; 0.590687; 0.673637; 0.743677; 0.804228; 0.857342
         ; 0.904367; 0.946249; 0.983681; 1.017189; 1.047185; 1.073997; 1.097894; 1.119097
         ; 1.137791; 1.154134; 1.168258; 1.180280; 1.190298; 1.198400; 1.204663; 1.209151
         ; 1.211925; 1.213035; 1.212526; 1.210440; 1.206810; 1.201667; 1.195039; 1.186946
         ; 1.177410; 1.166446; 1.154066; 1.140282; 1.125101; 1.108526; 1.090559; 1.071200
         ; 1.050444; 1.028284; 1.004711; 0.979709; 0.953264; 0.925353; 0.895952; 0.865031
         ; 0.832555; 0.798482; 0.762764; 0.725343; 0.686153; 0.645113; 0.602128; 0.557082
         ; 0.509834; 0.460205; 0.407969; 0.352824; 0.294353; 0.231935; 0.164548; 0.090127
         ; 0.000001 |] )
    ; ( "rayleigh_2.000000"
      , 1.000000
      , rayleigh_cdf ~sigma:2.000000
      , rayleigh_pdf ~sigma:2.000000
      , rayleigh_logcdf ~sigma:2.000000
      , rayleigh_logpdf ~sigma:2.000000
      , Some (rayleigh_ppf ~sigma:2.000000)
      , rayleigh_sf ~sigma:2.000000
      , rayleigh_logsf ~sigma:2.000000
      , Some (rayleigh_isf ~sigma:2.000000)
      , [| 0.000894; 0.354947; 0.503975; 0.619737; 0.718546; 0.806701; 0.887424; 0.962629
         ; 1.033563; 1.101090; 1.165844; 1.228304; 1.288843; 1.347761; 1.405305; 1.461678
         ; 1.517055; 1.571587; 1.625403; 1.678620; 1.731343; 1.783666; 1.835676; 1.887456
         ; 1.939079; 1.990621; 2.042150; 2.093734; 2.145440; 2.197335; 2.249485; 2.301957
         ; 2.354820; 2.408146; 2.462008; 2.516485; 2.571659; 2.627617; 2.684454; 2.742272
         ; 2.801184; 2.861313; 2.922794; 2.985780; 3.050443; 3.116978; 3.185607; 3.256587
         ; 3.330218; 3.406855; 3.486919; 3.570920; 3.659482; 3.753385; 3.853619; 3.961472
         ; 4.078667; 4.207586; 4.351664; 4.516144; 4.709639; 4.947944; 5.265535; 5.768104
         ; 11.352539 |]
      , [| 0.000224; 0.087350; 0.122056; 0.147672; 0.168409; 0.185919; 0.201057; 0.214335
         ; 0.226092; 0.236562; 0.245920; 0.254297; 0.261796; 0.268499; 0.274474; 0.279774
         ; 0.284448; 0.288533; 0.292065; 0.295070; 0.297575; 0.299600; 0.301166; 0.302288
         ; 0.302981; 0.303259; 0.303132; 0.302610; 0.301703; 0.300417; 0.298760; 0.296737
         ; 0.294353; 0.291611; 0.288517; 0.285071; 0.281275; 0.277131; 0.272640; 0.267800
         ; 0.262611; 0.257071; 0.251178; 0.244927; 0.238316; 0.231338; 0.223988; 0.216258
         ; 0.208139; 0.199620; 0.190691; 0.181336; 0.171538; 0.161278; 0.150532; 0.139271
         ; 0.127458; 0.115051; 0.101992; 0.088206; 0.073588; 0.057984; 0.041137; 0.022532
         ; 0.000000 |] )
    ; ( "gumbel2_a_3.000000_b_1.000000"
      , 1.000000
      , gumbel2_cdf ~a:3.000000 ~b:1.000000
      , gumbel2_pdf ~a:3.000000 ~b:1.000000
      , gumbel2_logcdf ~a:3.000000 ~b:1.000000
      , gumbel2_logpdf ~a:3.000000 ~b:1.000000
      , Some (gumbel2_ppf ~a:3.000000 ~b:1.000000)
      , gumbel2_sf ~a:3.000000 ~b:1.000000
      , gumbel2_logsf ~a:3.000000 ~b:1.000000
      , Some (gumbel2_isf ~a:3.000000 ~b:1.000000)
      , [| 0.395812; 0.621834; 0.660797; 0.688779; 0.711822; 0.732012; 0.750343; 0.767376
         ; 0.783462; 0.798838; 0.813675; 0.828097; 0.842203; 0.856071; 0.869765; 0.883339
         ; 0.896840; 0.910308; 0.923780; 0.937290; 0.950870; 0.964550; 0.978358; 0.992323
         ; 1.006473; 1.020837; 1.035443; 1.050321; 1.065502; 1.081020; 1.096908; 1.113204
         ; 1.129947; 1.147181; 1.164952; 1.183312; 1.202317; 1.222031; 1.242524; 1.263875
         ; 1.286174; 1.309520; 1.334031; 1.359839; 1.387101; 1.415995; 1.446736; 1.479578
         ; 1.514825; 1.552848; 1.594103; 1.639160; 1.688742; 1.743785; 1.805523; 1.875634
         ; 1.956465; 2.051433; 2.165755; 2.307925; 2.493026; 2.751428; 3.158088; 3.989520
         ; 214.576721 |]
      , [| 0.000012; 0.313506; 0.491699; 0.624803; 0.730324; 0.816280; 0.887266; 0.946254
         ; 0.995314; 1.035973; 1.069395; 1.096501; 1.118034; 1.134606; 1.146730; 1.154842
         ; 1.159316; 1.160479; 1.158616; 1.153980; 1.146795; 1.137265; 1.125570; 1.111877
         ; 1.096336; 1.079086; 1.060255; 1.039961; 1.018314; 0.995415; 0.971362; 0.946245
         ; 0.920150; 0.893157; 0.865343; 0.836783; 0.807546; 0.777703; 0.747317; 0.716455
         ; 0.685177; 0.653546; 0.621623; 0.589466; 0.557137; 0.524695; 0.492200; 0.459714
         ; 0.427300; 0.395023; 0.362949; 0.331151; 0.299703; 0.268686; 0.238190; 0.208311
         ; 0.179160; 0.150865; 0.123575; 0.097478; 0.072809; 0.049893; 0.029217; 0.011657
         ; 0.000000 |] )
    ; ( "gumbel2_a_1.000000_b_1.000000"
      , 1.000000
      , gumbel2_cdf ~a:1.000000 ~b:1.000000
      , gumbel2_pdf ~a:1.000000 ~b:1.000000
      , gumbel2_logcdf ~a:1.000000 ~b:1.000000
      , gumbel2_logpdf ~a:1.000000 ~b:1.000000
      , Some (gumbel2_ppf ~a:1.000000 ~b:1.000000)
      , gumbel2_sf ~a:1.000000 ~b:1.000000
      , gumbel2_logsf ~a:1.000000 ~b:1.000000
      , Some (gumbel2_isf ~a:1.000000 ~b:1.000000)
      , [| 0.061846; 0.240450; 0.288539; 0.326769; 0.360674; 0.392242; 0.422454; 0.451881
         ; 0.480898; 0.509773; 0.538707; 0.567863; 0.597380; 0.627379; 0.657970; 0.689259
         ; 0.721348; 0.754336; 0.788326; 0.823422; 0.859734; 0.897376; 0.936469; 0.977146
         ; 1.019546; 1.063822; 1.110141; 1.158687; 1.209660; 1.263285; 1.319808; 1.379509
         ; 1.442695; 1.509718; 1.580971; 1.656905; 1.738030; 1.824933; 1.918292; 2.018891
         ; 2.127643; 2.245621; 2.374093; 2.514565; 2.668848; 2.839129; 3.028085; 3.239018
         ; 3.476059; 3.744437; 4.050877; 4.404170; 4.816041; 5.302473; 5.885846; 6.598484
         ; 7.488870; 8.633199; 10.158456; 12.293208; 15.494601; 20.829293; 31.497257
         ; 63.498283; 9375000.000000 |]
      , [| 0.000025; 0.270256; 0.375354; 0.438997; 0.480453; 0.507787; 0.525307; 0.535637
         ; 0.540510; 0.541140; 0.538413; 0.532998; 0.525412; 0.516064; 0.505284; 0.493340
         ; 0.480453; 0.466809; 0.452565; 0.437853; 0.422787; 0.407465; 0.391972; 0.376382
         ; 0.360760; 0.345162; 0.329638; 0.314233; 0.298986; 0.283933; 0.269104; 0.254526
         ; 0.240227; 0.226226; 0.212545; 0.199202; 0.186212; 0.173591; 0.161352; 0.149506
         ; 0.138065; 0.127037; 0.116432; 0.106258; 0.096522; 0.087229; 0.078387; 0.069999
         ; 0.062071; 0.054606; 0.047609; 0.041083; 0.035030; 0.029454; 0.024355; 0.019738
         ; 0.015602; 0.011950; 0.008782; 0.006100; 0.003905; 0.002197; 0.000976; 0.000244
         ; 0.000000 |] )
    ; ( "gumbel2_a_1.000000_b_0.900000"
      , 1.000000
      , gumbel2_cdf ~a:1.000000 ~b:0.900000
      , gumbel2_pdf ~a:1.000000 ~b:0.900000
      , gumbel2_logcdf ~a:1.000000 ~b:0.900000
      , gumbel2_logpdf ~a:1.000000 ~b:0.900000
      , Some (gumbel2_ppf ~a:1.000000 ~b:0.900000)
      , gumbel2_sf ~a:1.000000 ~b:0.900000
      , gumbel2_logsf ~a:1.000000 ~b:0.900000
      , Some (gumbel2_isf ~a:1.000000 ~b:0.900000)
      , [| 0.056025; 0.216405; 0.259685; 0.294092; 0.324607; 0.353018; 0.380208; 0.406693
         ; 0.432809; 0.458796; 0.484836; 0.511077; 0.537642; 0.564641; 0.592173; 0.620333
         ; 0.649213; 0.678902; 0.709493; 0.741080; 0.773760; 0.807638; 0.842822; 0.879431
         ; 0.917591; 0.957439; 0.999127; 1.042818; 1.088694; 1.136956; 1.187828; 1.241558
         ; 1.298426; 1.358746; 1.422874; 1.491214; 1.564227; 1.642440; 1.726463; 1.817002
         ; 1.914879; 2.021059; 2.136684; 2.263109; 2.401963; 2.555216; 2.725276; 2.915116
         ; 3.128453; 3.369993; 3.645789; 3.963753; 4.334436; 4.772226; 5.297261; 5.938635
         ; 6.739984; 7.769880; 9.142610; 11.063887; 13.945140; 18.746363; 28.347540
         ; 57.148463; 9375000.000000 |]
      , [| 0.000030; 0.300284; 0.417060; 0.487774; 0.533837; 0.564208; 0.583674; 0.595152
         ; 0.600566; 0.601266; 0.598236; 0.592220; 0.583791; 0.573405; 0.561427; 0.548155
         ; 0.533837; 0.518677; 0.502850; 0.486504; 0.469764; 0.452739; 0.435525; 0.418203
         ; 0.400844; 0.383513; 0.366264; 0.349148; 0.332207; 0.315481; 0.299004; 0.282807
         ; 0.266918; 0.251362; 0.236161; 0.221335; 0.206902; 0.192879; 0.179280; 0.166118
         ; 0.153405; 0.141152; 0.129369; 0.118065; 0.107246; 0.096921; 0.087096; 0.077777
         ; 0.068968; 0.060674; 0.052899; 0.045648; 0.038922; 0.032726; 0.027062; 0.021931
         ; 0.017335; 0.013277; 0.009758; 0.006778; 0.004339; 0.002441; 0.001085; 0.000271
         ; 0.000000 |] )
    ; ( "gumbel2_a_4.000000_b_0.900000"
      , 1.000000
      , gumbel2_cdf ~a:4.000000 ~b:0.900000
      , gumbel2_pdf ~a:4.000000 ~b:0.900000
      , gumbel2_logcdf ~a:4.000000 ~b:0.900000
      , gumbel2_logpdf ~a:4.000000 ~b:0.900000
      , Some (gumbel2_ppf ~a:4.000000 ~b:0.900000)
      , gumbel2_sf ~a:4.000000 ~b:0.900000
      , gumbel2_logsf ~a:4.000000 ~b:0.900000
      , Some (gumbel2_isf ~a:4.000000 ~b:0.900000)
      , [| 0.486034; 0.682051; 0.713858; 0.736412; 0.754813; 0.770813; 0.785245; 0.798577
         ; 0.811099; 0.823009; 0.834447; 0.845515; 0.856295; 0.866848; 0.877227; 0.887475
         ; 0.897629; 0.907720; 0.917777; 0.927825; 0.937889; 0.947991; 0.958151; 0.968390
         ; 0.978729; 0.989186; 0.999782; 1.010537; 1.021472; 1.032609; 1.043971; 1.055581
         ; 1.067467; 1.079654; 1.092173; 1.105058; 1.118343; 1.132068; 1.146276; 1.161018
         ; 1.176347; 1.192325; 1.209024; 1.226525; 1.244920; 1.264320; 1.284851; 1.306664
         ; 1.329941; 1.354900; 1.381809; 1.410999; 1.442890; 1.478020; 1.517095; 1.561067
         ; 1.611257; 1.669566; 1.738872; 1.823799; 1.932439; 2.080795; 2.307431; 2.749483
         ; 53.644180 |]
      , [| 0.000013; 0.381103; 0.606868; 0.779186; 0.918304; 1.033586; 1.130439; 1.212377
         ; 1.281867; 1.340730; 1.390366; 1.431883; 1.466180; 1.494000; 1.515967; 1.532613
         ; 1.544396; 1.551717; 1.554926; 1.554336; 1.550224; 1.542840; 1.532410; 1.519141
         ; 1.503219; 1.484819; 1.464098; 1.441205; 1.416277; 1.389443; 1.360824; 1.330533
         ; 1.298677; 1.265359; 1.230675; 1.194718; 1.157578; 1.119341; 1.080089; 1.039903
         ; 0.998863; 0.957046; 0.914527; 0.871383; 0.827689; 0.783521; 0.738954; 0.694066
         ; 0.648936; 0.603646; 0.558281; 0.512932; 0.467692; 0.422666; 0.377965; 0.333716
         ; 0.290059; 0.247161; 0.205217; 0.164471; 0.125241; 0.087964; 0.053318; 0.022553
         ; 0.000000 |] )
    ; ( "gumbel2_a_0.900000_b_1.000000"
      , 1.000000
      , gumbel2_cdf ~a:0.900000 ~b:1.000000
      , gumbel2_pdf ~a:0.900000 ~b:1.000000
      , gumbel2_logcdf ~a:0.900000 ~b:1.000000
      , gumbel2_logpdf ~a:0.900000 ~b:1.000000
      , Some (gumbel2_ppf ~a:0.900000 ~b:1.000000)
      , gumbel2_sf ~a:0.900000 ~b:1.000000
      , gumbel2_logsf ~a:0.900000 ~b:1.000000
      , Some (gumbel2_isf ~a:0.900000 ~b:1.000000)
      , [| 0.045839; 0.205234; 0.251320; 0.288581; 0.322037; 0.353504; 0.383883; 0.413707
         ; 0.443329; 0.473002; 0.502924; 0.533258; 0.564144; 0.595708; 0.628068; 0.661341
         ; 0.695637; 0.731073; 0.767765; 0.805837; 0.845417; 0.886644; 0.929664; 0.974639
         ; 1.021741; 1.071160; 1.123104; 1.177805; 1.235515; 1.296520; 1.361134; 1.429714
         ; 1.502660; 1.580422; 1.663515; 1.752524; 1.848120; 1.951077; 2.062290; 2.182802
         ; 2.313833; 2.456823; 2.613483; 2.785857; 2.976413; 3.188153; 3.424768; 3.690846
         ; 3.992159; 4.336069; 4.732106; 5.192835; 5.735148; 6.382283; 7.167095; 8.137546
         ; 9.366423; 10.969603; 13.143088; 16.245727; 21.009834; 29.187299; 46.211244
         ; 100.709167; 62500000.000000 |]
      , [| 0.000034; 0.284966; 0.387848; 0.447381; 0.484287; 0.507089; 0.520278; 0.526555
         ; 0.527683; 0.524887; 0.519048; 0.510827; 0.500730; 0.489151; 0.476406; 0.462750
         ; 0.448389; 0.433497; 0.418216; 0.402667; 0.386952; 0.371158; 0.355357; 0.339615
         ; 0.323986; 0.308517; 0.293250; 0.278219; 0.263457; 0.248989; 0.234840; 0.221030
         ; 0.207576; 0.194495; 0.181799; 0.169500; 0.157608; 0.146131; 0.135077; 0.124451
         ; 0.114259; 0.104505; 0.095191; 0.086320; 0.077893; 0.069912; 0.062377; 0.055287
         ; 0.048642; 0.042440; 0.036680; 0.031359; 0.026475; 0.022023; 0.018001; 0.014404
         ; 0.011227; 0.008464; 0.006109; 0.004154; 0.002592; 0.001411; 0.000599; 0.000139
         ; 0.000000 |] )
    ; ( "gumbel1_a_0.500000_b_0.500000"
      , 1.000000
      , gumbel1_cdf ~a:0.500000 ~b:0.500000
      , gumbel1_pdf ~a:0.500000 ~b:0.500000
      , gumbel1_logcdf ~a:0.500000 ~b:0.500000
      , gumbel1_logpdf ~a:0.500000 ~b:0.500000
      , Some (gumbel1_ppf ~a:0.500000 ~b:0.500000)
      , gumbel1_sf ~a:0.500000 ~b:0.500000
      , gumbel1_logsf ~a:0.500000 ~b:0.500000
      , Some (gumbel1_isf ~a:0.500000 ~b:0.500000)
      , [| -6.958008; -4.236785; -3.872143; -3.623300; -3.425856; -3.258045; -3.109645
         ; -2.974967; -2.850492; -2.733874; -2.623462; -2.518044; -2.416698; -2.318704
         ; -2.223485; -2.130570; -2.039563; -1.950130; -1.861982; -1.774867; -1.688559
         ; -1.602856; -1.517571; -1.432533; -1.347580; -1.262559; -1.177320; -1.091720
         ; -1.005616; -0.918864; -0.831321; -0.742840; -0.653269; -0.562449; -0.470216
         ; -0.376392; -0.280790; -0.183207; -0.083423; 0.018802; 0.123735; 0.231670
         ; 0.342936; 0.457906; 0.577000; 0.700701; 0.829566; 0.964246; 1.105504; 1.254248
         ; 1.411572; 1.578809; 1.757610; 1.950052; 2.158806; 2.387385; 2.640542; 2.924936
         ; 3.250319; 3.631799; 4.094689; 4.686426; 5.513506; 6.915731; 30.761719 |]
      , [| 0.000001; 0.032491; 0.054152; 0.071725; 0.086643; 0.099588; 0.110959; 0.121022
         ; 0.129965; 0.137929; 0.145023; 0.151335; 0.156935; 0.161884; 0.166231; 0.170019
         ; 0.173287; 0.176066; 0.178384; 0.180269; 0.181742; 0.182825; 0.183535; 0.183890
         ; 0.183905; 0.183595; 0.182972; 0.182049; 0.180836; 0.179344; 0.177583; 0.175561
         ; 0.173287; 0.170769; 0.168014; 0.165029; 0.161821; 0.158396; 0.154760; 0.150918
         ; 0.146876; 0.142639; 0.138211; 0.133597; 0.128801; 0.123828; 0.118681; 0.113364
         ; 0.107881; 0.102235; 0.096430; 0.090468; 0.084354; 0.078089; 0.071676; 0.065119
         ; 0.058420; 0.051581; 0.044606; 0.037495; 0.030252; 0.022879; 0.015378; 0.007751
         ; 0.000000 |] )
    ; ( "gumbel1_a_0.500000_b_0.900000"
      , 1.000000
      , gumbel1_cdf ~a:0.500000 ~b:0.900000
      , gumbel1_pdf ~a:0.500000 ~b:0.900000
      , gumbel1_logcdf ~a:0.500000 ~b:0.900000
      , gumbel1_logpdf ~a:0.500000 ~b:0.900000
      , Some (gumbel1_ppf ~a:0.500000 ~b:0.900000)
      , gumbel1_sf ~a:0.500000 ~b:0.900000
      , gumbel1_logsf ~a:0.500000 ~b:0.900000
      , Some (gumbel1_isf ~a:0.500000 ~b:0.900000)
      , [| -5.767822; -3.061211; -2.696569; -2.447727; -2.250283; -2.082472; -1.934071
         ; -1.799394; -1.674919; -1.558301; -1.447889; -1.342470; -1.241124; -1.143131
         ; -1.047912; -0.954996; -0.863989; -0.774556; -0.686409; -0.599294; -0.512986
         ; -0.427283; -0.341998; -0.256960; -0.172007; -0.086986; -0.001747; 0.083853
         ; 0.169958; 0.256709; 0.344252; 0.432733; 0.522305; 0.613124; 0.705358; 0.799181
         ; 0.894783; 0.992366; 1.092150; 1.194376; 1.299308; 1.407243; 1.518510; 1.633479
         ; 1.752573; 1.876274; 2.005140; 2.139819; 2.281077; 2.429822; 2.587146; 2.754383
         ; 2.933183; 3.125626; 3.334380; 3.562958; 3.816115; 4.100509; 4.425892; 4.807373
         ; 5.270262; 5.861999; 6.689080; 8.091304; 32.226562 |]
      , [| 0.000001; 0.032491; 0.054152; 0.071725; 0.086643; 0.099588; 0.110959; 0.121022
         ; 0.129965; 0.137929; 0.145023; 0.151335; 0.156935; 0.161884; 0.166231; 0.170019
         ; 0.173287; 0.176066; 0.178384; 0.180269; 0.181742; 0.182825; 0.183535; 0.183890
         ; 0.183905; 0.183595; 0.182972; 0.182049; 0.180836; 0.179344; 0.177583; 0.175561
         ; 0.173287; 0.170769; 0.168014; 0.165029; 0.161821; 0.158396; 0.154760; 0.150918
         ; 0.146876; 0.142639; 0.138211; 0.133597; 0.128801; 0.123828; 0.118681; 0.113364
         ; 0.107881; 0.102235; 0.096430; 0.090468; 0.084354; 0.078089; 0.071676; 0.065119
         ; 0.058420; 0.051581; 0.044606; 0.037495; 0.030252; 0.022879; 0.015378; 0.007751
         ; 0.000000 |] )
    ; ( "gumbel1_a_0.500000_b_1.000000"
      , 1.000000
      , gumbel1_cdf ~a:0.500000 ~b:1.000000
      , gumbel1_pdf ~a:0.500000 ~b:1.000000
      , gumbel1_logcdf ~a:0.500000 ~b:1.000000
      , gumbel1_logpdf ~a:0.500000 ~b:1.000000
      , Some (gumbel1_ppf ~a:0.500000 ~b:1.000000)
      , gumbel1_sf ~a:0.500000 ~b:1.000000
      , gumbel1_logsf ~a:0.500000 ~b:1.000000
      , Some (gumbel1_isf ~a:0.500000 ~b:1.000000)
      , [| -5.554199; -2.850490; -2.485848; -2.237006; -2.039562; -1.871751; -1.723350
         ; -1.588673; -1.464198; -1.347580; -1.237168; -1.131749; -1.030403; -0.932410
         ; -0.837191; -0.744275; -0.653268; -0.563835; -0.475688; -0.388573; -0.302265
         ; -0.216561; -0.131277; -0.046239; 0.038714; 0.123736; 0.208974; 0.294574
         ; 0.380679; 0.467430; 0.554973; 0.643454; 0.733026; 0.823845; 0.916079; 1.009902
         ; 1.105504; 1.203087; 1.302871; 1.405097; 1.510030; 1.617964; 1.729231; 1.844200
         ; 1.963294; 2.086995; 2.215861; 2.350540; 2.491798; 2.640542; 2.797867; 2.965104
         ; 3.143904; 3.336347; 3.545101; 3.773679; 4.026836; 4.311230; 4.636613; 5.018094
         ; 5.480983; 6.072721; 6.899801; 8.302025; 32.226562 |]
      , [| 0.000001; 0.032491; 0.054152; 0.071725; 0.086643; 0.099588; 0.110959; 0.121022
         ; 0.129965; 0.137929; 0.145023; 0.151335; 0.156935; 0.161884; 0.166231; 0.170019
         ; 0.173287; 0.176066; 0.178384; 0.180269; 0.181742; 0.182825; 0.183535; 0.183890
         ; 0.183905; 0.183595; 0.182972; 0.182049; 0.180836; 0.179344; 0.177583; 0.175561
         ; 0.173287; 0.170769; 0.168014; 0.165029; 0.161821; 0.158396; 0.154760; 0.150918
         ; 0.146876; 0.142639; 0.138211; 0.133597; 0.128801; 0.123828; 0.118681; 0.113364
         ; 0.107881; 0.102235; 0.096430; 0.090468; 0.084354; 0.078089; 0.071676; 0.065119
         ; 0.058420; 0.051581; 0.044606; 0.037495; 0.030252; 0.022879; 0.015378; 0.007751
         ; 0.000000 |] )
    ; ( "gumbel1_a_1.000000_b_0.500000"
      , 1.000000
      , gumbel1_cdf ~a:1.000000 ~b:0.500000
      , gumbel1_pdf ~a:1.000000 ~b:0.500000
      , gumbel1_logcdf ~a:1.000000 ~b:0.500000
      , gumbel1_logpdf ~a:1.000000 ~b:0.500000
      , Some (gumbel1_ppf ~a:1.000000 ~b:0.500000)
      , gumbel1_sf ~a:1.000000 ~b:0.500000
      , gumbel1_logsf ~a:1.000000 ~b:0.500000
      , Some (gumbel1_isf ~a:1.000000 ~b:0.500000)
      , [| -3.479004; -2.118392; -1.936071; -1.811650; -1.712928; -1.629023; -1.554822
         ; -1.487484; -1.425246; -1.366937; -1.311731; -1.259022; -1.208349; -1.159352
         ; -1.111743; -1.065285; -1.019781; -0.975065; -0.930991; -0.887434; -0.844280
         ; -0.801428; -0.758786; -0.716267; -0.673790; -0.631279; -0.588660; -0.545860
         ; -0.502808; -0.459432; -0.415661; -0.371420; -0.326634; -0.281225; -0.235108
         ; -0.188196; -0.140395; -0.091604; -0.041712; 0.009401; 0.061868; 0.115835
         ; 0.171468; 0.228953; 0.288500; 0.350350; 0.414783; 0.482123; 0.552752; 0.627124
         ; 0.705786; 0.789405; 0.878805; 0.975026; 1.079403; 1.193693; 1.320271; 1.462468
         ; 1.625159; 1.815900; 2.047344; 2.343213; 2.756753; 3.457866; 15.380859 |]
      , [| 0.000001; 0.064983; 0.108304; 0.143450; 0.173287; 0.199176; 0.221918; 0.242044
         ; 0.259930; 0.275858; 0.290047; 0.302670; 0.313871; 0.323768; 0.332462; 0.340039
         ; 0.346574; 0.352131; 0.356769; 0.360538; 0.363485; 0.365650; 0.367070; 0.367780
         ; 0.367811; 0.367190; 0.365945; 0.364098; 0.361672; 0.358688; 0.355165; 0.351121
         ; 0.346574; 0.341537; 0.336028; 0.330058; 0.323642; 0.316792; 0.309520; 0.301837
         ; 0.293752; 0.285277; 0.276421; 0.267193; 0.257602; 0.247655; 0.237361; 0.226728
         ; 0.215762; 0.204470; 0.192859; 0.180936; 0.168707; 0.156177; 0.143352; 0.130238
         ; 0.116840; 0.103163; 0.089211; 0.074991; 0.060505; 0.045759; 0.030757; 0.015502
         ; 0.000000 |] )
    ; ( "gumbel1_a_1.000000_b_1.000000"
      , 1.000000
      , gumbel1_cdf ~a:1.000000 ~b:1.000000
      , gumbel1_pdf ~a:1.000000 ~b:1.000000
      , gumbel1_logcdf ~a:1.000000 ~b:1.000000
      , gumbel1_logpdf ~a:1.000000 ~b:1.000000
      , Some (gumbel1_ppf ~a:1.000000 ~b:1.000000)
      , gumbel1_sf ~a:1.000000 ~b:1.000000
      , gumbel1_logsf ~a:1.000000 ~b:1.000000
      , Some (gumbel1_isf ~a:1.000000 ~b:1.000000)
      , [| -2.777100; -1.425245; -1.242924; -1.118503; -1.019781; -0.935875; -0.861675
         ; -0.794337; -0.732099; -0.673790; -0.618584; -0.565875; -0.515202; -0.466205
         ; -0.418596; -0.372138; -0.326634; -0.281918; -0.237844; -0.194286; -0.151132
         ; -0.108281; -0.065638; -0.023119; 0.019357; 0.061868; 0.104487; 0.147287
         ; 0.190339; 0.233715; 0.277487; 0.321727; 0.366513; 0.411923; 0.458039; 0.504951
         ; 0.552752; 0.601544; 0.651435; 0.702548; 0.755015; 0.808982; 0.864615; 0.922100
         ; 0.981647; 1.043497; 1.107930; 1.175270; 1.245899; 1.320271; 1.398933; 1.482552
         ; 1.571952; 1.668173; 1.772550; 1.886840; 2.013418; 2.155615; 2.318306; 2.509047
         ; 2.740492; 3.036360; 3.449901; 4.151013; 16.113281 |]
      , [| 0.000002; 0.064983; 0.108304; 0.143450; 0.173287; 0.199176; 0.221918; 0.242044
         ; 0.259930; 0.275858; 0.290047; 0.302670; 0.313871; 0.323768; 0.332462; 0.340039
         ; 0.346574; 0.352131; 0.356769; 0.360538; 0.363485; 0.365650; 0.367070; 0.367780
         ; 0.367811; 0.367190; 0.365945; 0.364098; 0.361672; 0.358688; 0.355165; 0.351121
         ; 0.346574; 0.341537; 0.336028; 0.330058; 0.323642; 0.316792; 0.309520; 0.301837
         ; 0.293752; 0.285277; 0.276421; 0.267193; 0.257602; 0.247655; 0.237361; 0.226728
         ; 0.215762; 0.204470; 0.192859; 0.180936; 0.168707; 0.156177; 0.143352; 0.130238
         ; 0.116840; 0.103163; 0.089211; 0.074991; 0.060505; 0.045759; 0.030757; 0.015502
         ; 0.000000 |] )
    ; ( "lognormal_mu_0.000000_sd_2.500000"
      , 1.000000
      , lognormal_cdf ~mu:0.000000 ~sigma:2.500000
      , lognormal_pdf ~mu:0.000000 ~sigma:2.500000
      , lognormal_logcdf ~mu:0.000000 ~sigma:2.500000
      , lognormal_logpdf ~mu:0.000000 ~sigma:2.500000
      , Some (lognormal_ppf ~mu:0.000000 ~sigma:2.500000)
      , lognormal_sf ~mu:0.000000 ~sigma:2.500000
      , lognormal_logsf ~mu:0.000000 ~sigma:2.500000
      , Some (lognormal_isf ~mu:0.000000 ~sigma:2.500000)
      , [| 0.000002; 0.004586; 0.009497; 0.015149; 0.021595; 0.028883; 0.037067; 0.046206
         ; 0.056367; 0.067624; 0.080060; 0.093766; 0.108841; 0.125396; 0.143553; 0.163444
         ; 0.185218; 0.209036; 0.235080; 0.263547; 0.294658; 0.328657; 0.365816; 0.406438
         ; 0.450860; 0.499461; 0.552664; 0.610945; 0.674842; 0.744960; 0.821987; 0.906703
         ; 1.000000; 1.102897; 1.216565; 1.342354; 1.481828; 1.636807; 1.809418; 2.002159
         ; 2.217983; 2.460401; 2.733615; 3.042687; 3.393768; 3.794391; 4.253874; 4.783858
         ; 5.399055; 6.118307; 6.966089; 7.974721; 9.187701; 10.664854; 12.490580
         ; 14.787588; 17.740896; 21.642217; 26.978114; 34.622076; 46.307298; 66.012694
         ; 105.301388; 218.040441; 439453.125000 |]
      , [| 0.097093; 3.420780; 2.964518; 2.586310; 2.278024; 2.022205; 1.806192; 1.621158
         ; 1.460811; 1.320538; 1.196865; 1.087114; 0.989181; 0.901382; 0.822349; 0.750959
         ; 0.686277; 0.627519; 0.574017; 0.525204; 0.480591; 0.439752; 0.402320; 0.367971
         ; 0.336419; 0.307414; 0.280732; 0.256172; 0.233558; 0.212728; 0.193540; 0.175862
         ; 0.159577; 0.144578; 0.130767; 0.118057; 0.106365; 0.095617; 0.085746; 0.076688
         ; 0.068386; 0.060786; 0.053839; 0.047500; 0.041726; 0.036479; 0.031722; 0.027420
         ; 0.023543; 0.020061; 0.016946; 0.014174; 0.011718; 0.009558; 0.007671; 0.006039
         ; 0.004641; 0.003461; 0.002482; 0.001687; 0.001062; 0.000594; 0.000267; 0.000072
         ; 0.000000 |] )
    ; ( "lognormal_mu_0.000000_sd_0.250000"
      , 1.000000
      , lognormal_cdf ~mu:0.000000 ~sigma:0.250000
      , lognormal_pdf ~mu:0.000000 ~sigma:0.250000
      , lognormal_logcdf ~mu:0.000000 ~sigma:0.250000
      , lognormal_logpdf ~mu:0.000000 ~sigma:0.250000
      , Some (lognormal_ppf ~mu:0.000000 ~sigma:0.250000)
      , lognormal_sf ~mu:0.000000 ~sigma:0.250000
      , lognormal_logsf ~mu:0.000000 ~sigma:0.250000
      , Some (lognormal_isf ~mu:0.000000 ~sigma:0.250000)
      , [| 0.273576; 0.583642; 0.627706; 0.657714; 0.681452; 0.701560; 0.719281; 0.735309
         ; 0.750071; 0.763854; 0.776858; 0.789232; 0.801086; 0.812510; 0.823571; 0.834328
         ; 0.844828; 0.855110; 0.865210; 0.875157; 0.884977; 0.894693; 0.904329; 0.913902
         ; 0.923430; 0.932932; 0.942424; 0.951920; 0.961436; 0.970987; 0.980588; 0.990254
         ; 1.000000; 1.009842; 1.019797; 1.029880; 1.040111; 1.050509; 1.061094; 1.071889
         ; 1.082919; 1.094210; 1.105793; 1.117701; 1.129973; 1.142653; 1.155789; 1.169440
         ; 1.183673; 1.198569; 1.214224; 1.230755; 1.248305; 1.267055; 1.287236; 1.309151
         ; 1.333207; 1.359973; 1.390276; 1.425395; 1.467455; 1.520417; 1.593101; 1.713380
         ; 3.678724 |]
      , [| 0.000008; 0.268808; 0.448501; 0.595684; 0.721895; 0.832544; 0.930794; 1.018718
         ; 1.097782; 1.169078; 1.233448; 1.291564; 1.343970; 1.391120; 1.433395; 1.471120
         ; 1.504574; 1.534003; 1.559619; 1.581613; 1.600152; 1.615387; 1.627452; 1.636470
         ; 1.642550; 1.645793; 1.646289; 1.644122; 1.639367; 1.632093; 1.622365; 1.610239
         ; 1.595769; 1.579004; 1.559989; 1.538762; 1.515363; 1.489823; 1.462172; 1.432437
         ; 1.400642; 1.366806; 1.330947; 1.293079; 1.253213; 1.211356; 1.167513; 1.121684
         ; 1.073866; 1.024052; 0.972228; 0.918378; 0.862478; 0.804498; 0.744397; 0.682125
         ; 0.617619; 0.550799; 0.481561; 0.409767; 0.335231; 0.257686; 0.176716; 0.091566
         ; 0.000001 |] )
    ; ( "lognormal_mu_0.000000_sd_0.500000"
      , 1.000000
      , lognormal_cdf ~mu:0.000000 ~sigma:0.500000
      , lognormal_pdf ~mu:0.000000 ~sigma:0.500000
      , lognormal_logcdf ~mu:0.000000 ~sigma:0.500000
      , lognormal_logpdf ~mu:0.000000 ~sigma:0.500000
      , Some (lognormal_ppf ~mu:0.000000 ~sigma:0.500000)
      , lognormal_sf ~mu:0.000000 ~sigma:0.500000
      , lognormal_logsf ~mu:0.000000 ~sigma:0.500000
      , Some (lognormal_isf ~mu:0.000000 ~sigma:0.500000)
      , [| 0.074215; 0.340638; 0.394015; 0.432588; 0.464376; 0.492186; 0.517366; 0.540679
         ; 0.562607; 0.583473; 0.603509; 0.622887; 0.641739; 0.660172; 0.678269; 0.696103
         ; 0.713734; 0.731214; 0.748588; 0.765899; 0.783184; 0.800476; 0.817810; 0.835216
         ; 0.852724; 0.870363; 0.888162; 0.906151; 0.924358; 0.942815; 0.961552; 0.980603
         ; 1.000000; 1.019781; 1.039985; 1.060653; 1.081831; 1.103569; 1.125921; 1.148946
         ; 1.172713; 1.197295; 1.222778; 1.249256; 1.276840; 1.305655; 1.335848; 1.367589
         ; 1.401082; 1.436568; 1.474341; 1.514757; 1.558265; 1.605429; 1.656977; 1.713876
         ; 1.777441; 1.849526; 1.932869; 2.031752; 2.153426; 2.311668; 2.537972; 2.935671
         ; 13.411045 |]
      , [| 0.000014; 0.230285; 0.357254; 0.452844; 0.529674; 0.593353; 0.647030; 0.692714
         ; 0.731785; 0.765250; 0.793869; 0.818241; 0.838842; 0.856064; 0.870232; 0.881620
         ; 0.890462; 0.896962; 0.901295; 0.903617; 0.904065; 0.902760; 0.899812; 0.895321
         ; 0.889374; 0.882054; 0.873434; 0.863582; 0.852562; 0.840430; 0.827241; 0.813043
         ; 0.797885; 0.781807; 0.764853; 0.747059; 0.728462; 0.709096; 0.688993; 0.668183
         ; 0.646698; 0.624563; 0.601807; 0.578455; 0.554532; 0.530063; 0.505072; 0.479582
         ; 0.453616; 0.427197; 0.400350; 0.373096; 0.345460; 0.317468; 0.289145; 0.260522
         ; 0.231629; 0.202504; 0.173189; 0.143738; 0.114222; 0.084742; 0.055463; 0.026721
         ; 0.000000 |] )
    ; ( "lognormal_mu_0.000000_sd_0.750000"
      , 1.000000
      , lognormal_cdf ~mu:0.000000 ~sigma:0.750000
      , lognormal_pdf ~mu:0.000000 ~sigma:0.750000
      , lognormal_logcdf ~mu:0.000000 ~sigma:0.750000
      , lognormal_logpdf ~mu:0.000000 ~sigma:0.750000
      , Some (lognormal_ppf ~mu:0.000000 ~sigma:0.750000)
      , lognormal_sf ~mu:0.000000 ~sigma:0.750000
      , lognormal_logsf ~mu:0.000000 ~sigma:0.750000
      , Some (lognormal_isf ~mu:0.000000 ~sigma:0.750000)
      , [| 0.020373; 0.198810; 0.247326; 0.284519; 0.316450; 0.345298; 0.372132; 0.397566
         ; 0.421995; 0.445688; 0.468841; 0.491602; 0.514089; 0.536396; 0.558603; 0.580779
         ; 0.602982; 0.625268; 0.647686; 0.670282; 0.693099; 0.716181; 0.739569; 0.763305
         ; 0.787431; 0.811990; 0.837025; 0.862583; 0.888711; 0.915461; 0.942887; 0.971045
         ; 1.000000; 1.029818; 1.060573; 1.092346; 1.125225; 1.159309; 1.194708; 1.231543
         ; 1.269952; 1.310092; 1.352139; 1.396295; 1.442795; 1.491910; 1.543958; 1.599313
         ; 1.658423; 1.721827; 1.790180; 1.864295; 1.945190; 2.034166; 2.132921; 2.243723
         ; 2.369696; 2.515304; 2.687222; 2.896049; 3.160056; 3.514700; 4.043246; 5.029921
         ; 49.173832 |]
      , [| 0.000037; 0.263044; 0.379428; 0.459008; 0.518182; 0.563841; 0.599701; 0.628048
         ; 0.650414; 0.667885; 0.681265; 0.691171; 0.698087; 0.702403; 0.704438; 0.704455
         ; 0.702677; 0.699295; 0.694471; 0.688347; 0.681046; 0.672677; 0.663337; 0.653113
         ; 0.642080; 0.630309; 0.617864; 0.604801; 0.591173; 0.577028; 0.562412; 0.547364
         ; 0.531923; 0.516125; 0.500004; 0.483590; 0.466913; 0.450001; 0.432882; 0.415580
         ; 0.398120; 0.380526; 0.362821; 0.345026; 0.327165; 0.309259; 0.291329; 0.273397
         ; 0.255485; 0.237615; 0.219811; 0.202096; 0.184495; 0.167037; 0.149750; 0.132667
         ; 0.115826; 0.099269; 0.083048; 0.067227; 0.051891; 0.037157; 0.023210; 0.010397
         ; 0.000000 |] )
    ; ( "lognormal_mu_0.000000_sd_1.000000"
      , 1.000000
      , lognormal_cdf ~mu:0.000000 ~sigma:1.000000
      , lognormal_pdf ~mu:0.000000 ~sigma:1.000000
      , lognormal_logcdf ~mu:0.000000 ~sigma:1.000000
      , lognormal_logpdf ~mu:0.000000 ~sigma:1.000000
      , Some (lognormal_ppf ~mu:0.000000 ~sigma:1.000000)
      , lognormal_sf ~mu:0.000000 ~sigma:1.000000
      , lognormal_logsf ~mu:0.000000 ~sigma:1.000000
      , Some (lognormal_isf ~mu:0.000000 ~sigma:1.000000)
      , [| 0.005457; 0.116034; 0.155248; 0.187132; 0.215645; 0.242247; 0.267667; 0.292334
         ; 0.316526; 0.340440; 0.364223; 0.387988; 0.411829; 0.435827; 0.460049; 0.484560
         ; 0.509416; 0.534674; 0.560385; 0.586601; 0.613377; 0.640762; 0.668814; 0.697586
         ; 0.727138; 0.757531; 0.788832; 0.821109; 0.854439; 0.888901; 0.924583; 0.961581
         ; 1.000000; 1.039954; 1.081569; 1.124985; 1.170359; 1.217865; 1.267697; 1.320077
         ; 1.375255; 1.433516; 1.495185; 1.560641; 1.630320; 1.704735; 1.784489; 1.870300
         ; 1.963031; 2.063728; 2.173680; 2.294490; 2.428190; 2.577401; 2.745573; 2.937372
         ; 3.159295; 3.420745; 3.735981; 4.128015; 4.637242; 5.343810; 6.441300; 8.618167
         ; 178.813934 |]
      , [| 0.000093; 0.338020; 0.453350; 0.523413; 0.570307; 0.602772; 0.625312; 0.640596
         ; 0.650352; 0.655772; 0.657712; 0.656814; 0.653569; 0.648365; 0.641509; 0.633253
         ; 0.623805; 0.613338; 0.601997; 0.589906; 0.577173; 0.563889; 0.550135; 0.535982
         ; 0.521490; 0.506716; 0.491709; 0.476511; 0.461164; 0.445703; 0.430159; 0.414563
         ; 0.398942; 0.383321; 0.367723; 0.352169; 0.336680; 0.321274; 0.305969; 0.290781
         ; 0.275727; 0.260823; 0.246082; 0.231520; 0.217150; 0.202987; 0.189046; 0.175338
         ; 0.161881; 0.148687; 0.135772; 0.123154; 0.110848; 0.098873; 0.087251; 0.076004
         ; 0.065158; 0.054745; 0.044801; 0.035373; 0.026521; 0.018329; 0.010927; 0.004551
         ; 0.000000 |] )
    ; ( "lognormal_mu_0.000000_sd_1.500000"
      , 1.000000
      , lognormal_cdf ~mu:0.000000 ~sigma:1.500000
      , lognormal_pdf ~mu:0.000000 ~sigma:1.500000
      , lognormal_logcdf ~mu:0.000000 ~sigma:1.500000
      , lognormal_logpdf ~mu:0.000000 ~sigma:1.500000
      , Some (lognormal_ppf ~mu:0.000000 ~sigma:1.500000)
      , lognormal_sf ~mu:0.000000 ~sigma:1.500000
      , lognormal_logsf ~mu:0.000000 ~sigma:1.500000
      , Some (lognormal_isf ~mu:0.000000 ~sigma:1.500000)
      , [| 0.000409; 0.039526; 0.061170; 0.080951; 0.100141; 0.119231; 0.138482; 0.158059
         ; 0.178080; 0.198638; 0.219812; 0.241672; 0.264287; 0.287720; 0.312037; 0.337304
         ; 0.363588; 0.390961; 0.419497; 0.449278; 0.480386; 0.512915; 0.546963; 0.582635
         ; 0.620048; 0.659327; 0.700611; 0.744049; 0.789808; 0.838069; 0.889035; 0.942929
         ; 1.000000; 1.060525; 1.124815; 1.193219; 1.266131; 1.343998; 1.427326; 1.516698
         ; 1.612779; 1.716341; 1.828279; 1.949640; 2.081658; 2.225796; 2.383805; 2.557802
         ; 2.750367; 2.964687; 3.204745; 3.475596; 3.783765; 4.137833; 4.549352; 5.034292
         ; 5.615460; 6.326755; 7.221161; 8.387100; 9.985956; 12.353115; 16.347838
         ; 25.300096; 2479.553223 |]
      , [| 0.000870; 0.661544; 0.767060; 0.806638; 0.818742; 0.816456; 0.805765; 0.789866
         ; 0.770642; 0.749274; 0.726542; 0.702978; 0.678956; 0.654744; 0.630535; 0.606474
         ; 0.582668; 0.559196; 0.536117; 0.513476; 0.491305; 0.469628; 0.448462; 0.427819
         ; 0.407705; 0.388126; 0.369083; 0.350576; 0.332601; 0.315157; 0.298239; 0.281842
         ; 0.265962; 0.250590; 0.235723; 0.221354; 0.207475; 0.194082; 0.181166; 0.168723
         ; 0.156746; 0.145229; 0.134166; 0.123551; 0.113379; 0.103645; 0.094345; 0.085473
         ; 0.077026; 0.069001; 0.061394; 0.054202; 0.047423; 0.041058; 0.035104; 0.029564
         ; 0.024439; 0.019733; 0.015452; 0.011607; 0.008210; 0.005286; 0.002870; 0.001034
         ; 0.000000 |] )
    ; ( "lognormal_mu_2.000000_sd_1.500000"
      , 1.000000
      , lognormal_cdf ~mu:2.000000 ~sigma:1.500000
      , lognormal_pdf ~mu:2.000000 ~sigma:1.500000
      , lognormal_logcdf ~mu:2.000000 ~sigma:1.500000
      , lognormal_logpdf ~mu:2.000000 ~sigma:1.500000
      , Some (lognormal_ppf ~mu:2.000000 ~sigma:1.500000)
      , lognormal_sf ~mu:2.000000 ~sigma:1.500000
      , lognormal_logsf ~mu:2.000000 ~sigma:1.500000
      , Some (lognormal_isf ~mu:2.000000 ~sigma:1.500000)
      , [| 0.003092; 0.292057; 0.451990; 0.598153; 0.739945; 0.881002; 1.023251; 1.167906
         ; 1.315842; 1.467745; 1.624200; 1.785731; 1.952832; 2.125982; 2.305661; 2.492357
         ; 2.686571; 2.888830; 3.099689; 3.319737; 3.549602; 3.789960; 4.041537; 4.305121
         ; 4.581567; 4.871805; 5.176851; 5.497819; 5.835932; 6.192539; 6.569130; 6.967356
         ; 7.389056; 7.836279; 8.311321; 8.816763; 9.355514; 9.930875; 10.546595
         ; 11.206966; 11.916917; 12.682140; 13.509255; 14.405998; 15.381484; 16.446528
         ; 17.614070; 18.899743; 20.322616; 21.906234; 23.680036; 25.681373; 27.958450
         ; 30.574682; 33.615419; 37.198663; 41.492950; 46.748750; 53.357553; 61.972753
         ; 73.786794; 91.277843; 120.795085; 186.943907; 18310.546875 |]
      , [| 0.000124; 0.089530; 0.103810; 0.109167; 0.110805; 0.110495; 0.109048; 0.106897
         ; 0.104295; 0.101403; 0.098327; 0.095138; 0.091887; 0.088610; 0.085334; 0.082077
         ; 0.078856; 0.075679; 0.072556; 0.069491; 0.066491; 0.063557; 0.060693; 0.057899
         ; 0.055177; 0.052527; 0.049950; 0.047445; 0.045013; 0.042652; 0.040362; 0.038143
         ; 0.035994; 0.033914; 0.031902; 0.029957; 0.028079; 0.026266; 0.024518; 0.022834
         ; 0.021213; 0.019655; 0.018157; 0.016721; 0.015344; 0.014027; 0.012768; 0.011568
         ; 0.010424; 0.009338; 0.008309; 0.007335; 0.006418; 0.005557; 0.004751; 0.004001
         ; 0.003307; 0.002671; 0.002091; 0.001571; 0.001111; 0.000715; 0.000388; 0.000140
         ; 0.000000 |] )
    ; ( "cauchy_loc_0.000000_scale_0.500000"
      , 1.000000
      , cauchy_cdf ~loc:0.000000 ~scale:0.500000
      , cauchy_pdf ~loc:0.000000 ~scale:0.500000
      , cauchy_logcdf ~loc:0.000000 ~scale:0.500000
      , cauchy_logpdf ~loc:0.000000 ~scale:0.500000
      , Some (cauchy_ppf ~loc:0.000000 ~scale:0.500000)
      , cauchy_sf ~loc:0.000000 ~scale:0.500000
      , cauchy_logsf ~loc:0.000000 ~scale:0.500000
      , Some (cauchy_isf ~loc:0.000000 ~scale:0.500000)
      , [| -1562500.000000; -10.177666; -5.076569; -3.370720; -2.513666; -1.996110
         ; -1.648278; -1.397405; -1.207106; -1.057161; -0.935434; -0.834199; -0.748303
         ; -0.674172; -0.609252; -0.551665; -0.500000; -0.453173; -0.410339; -0.370825
         ; -0.334089; -0.299688; -0.267256; -0.236482; -0.207107; -0.178903; -0.151673
         ; -0.125243; -0.099456; -0.074168; -0.049246; -0.024563; 0.000000; 0.024563
         ; 0.049246; 0.074168; 0.099456; 0.125243; 0.151673; 0.178903; 0.207107; 0.236482
         ; 0.267256; 0.299688; 0.334089; 0.370825; 0.410339; 0.453173; 0.500000; 0.551665
         ; 0.609252; 0.674172; 0.748303; 0.834199; 0.935434; 1.057161; 1.207106; 1.397405
         ; 1.648278; 1.996110; 2.513666; 3.370720; 5.076569; 10.177666; 1562500.000000 |]
      , [| 0.000000; 0.001533; 0.006116; 0.013706; 0.024230; 0.037586; 0.053645; 0.072253
         ; 0.093231; 0.116376; 0.141466; 0.168260; 0.196498; 0.225910; 0.256211; 0.287110
         ; 0.318310; 0.349510; 0.380409; 0.410710; 0.440122; 0.468360; 0.495153; 0.520244
         ; 0.543389; 0.564367; 0.582975; 0.599034; 0.612390; 0.622913; 0.630504; 0.635087
         ; 0.636620; 0.635087; 0.630504; 0.622913; 0.612390; 0.599034; 0.582975; 0.564367
         ; 0.543389; 0.520244; 0.495153; 0.468360; 0.440122; 0.410710; 0.380409; 0.349510
         ; 0.318310; 0.287110; 0.256211; 0.225910; 0.196498; 0.168260; 0.141466; 0.116376
         ; 0.093231; 0.072253; 0.053645; 0.037586; 0.024230; 0.013706; 0.006116; 0.001533
         ; 0.000000 |] )
    ; ( "cauchy_loc_0.000000_scale_1.000000"
      , 1.000000
      , cauchy_cdf ~loc:0.000000 ~scale:1.000000
      , cauchy_pdf ~loc:0.000000 ~scale:1.000000
      , cauchy_logcdf ~loc:0.000000 ~scale:1.000000
      , cauchy_logpdf ~loc:0.000000 ~scale:1.000000
      , Some (cauchy_ppf ~loc:0.000000 ~scale:1.000000)
      , cauchy_sf ~loc:0.000000 ~scale:1.000000
      , cauchy_logsf ~loc:0.000000 ~scale:1.000000
      , Some (cauchy_isf ~loc:0.000000 ~scale:1.000000)
      , [| -3125000.000000; -20.355333; -10.153138; -6.741439; -5.027333; -3.992219
         ; -3.296555; -2.794810; -2.414212; -2.114321; -1.870868; -1.668398; -1.496605
         ; -1.348343; -1.218503; -1.103330; -1.000000; -0.906347; -0.820679; -0.741650
         ; -0.668178; -0.599377; -0.534511; -0.472965; -0.414213; -0.357806; -0.303347
         ; -0.250487; -0.198912; -0.148336; -0.098491; -0.049127; 0.000000; 0.049127
         ; 0.098491; 0.148336; 0.198912; 0.250487; 0.303347; 0.357806; 0.414213; 0.472965
         ; 0.534511; 0.599377; 0.668178; 0.741650; 0.820679; 0.906347; 1.000000; 1.103330
         ; 1.218503; 1.348343; 1.496605; 1.668398; 1.870868; 2.114321; 2.414212; 2.794810
         ; 3.296555; 3.992219; 5.027333; 6.741439; 10.153138; 20.355333; 3125000.000000 |]
      , [| 0.000000; 0.000766; 0.003058; 0.006853; 0.012115; 0.018793; 0.026822; 0.036127
         ; 0.046615; 0.058188; 0.070733; 0.084130; 0.098249; 0.112955; 0.128105; 0.143555
         ; 0.159155; 0.174755; 0.190205; 0.205355; 0.220061; 0.234180; 0.247577; 0.260122
         ; 0.271695; 0.282183; 0.291487; 0.299517; 0.306195; 0.311457; 0.315252; 0.317544
         ; 0.318310; 0.317544; 0.315252; 0.311457; 0.306195; 0.299517; 0.291487; 0.282183
         ; 0.271695; 0.260122; 0.247577; 0.234180; 0.220061; 0.205355; 0.190205; 0.174755
         ; 0.159155; 0.143555; 0.128105; 0.112955; 0.098249; 0.084130; 0.070733; 0.058188
         ; 0.046615; 0.036127; 0.026822; 0.018793; 0.012115; 0.006853; 0.003058; 0.000766
         ; 0.000000 |] )
    ; ( "cauchy_loc_0.000000_scale_2.000000"
      , 1.000000
      , cauchy_cdf ~loc:0.000000 ~scale:2.000000
      , cauchy_pdf ~loc:0.000000 ~scale:2.000000
      , cauchy_logcdf ~loc:0.000000 ~scale:2.000000
      , cauchy_logpdf ~loc:0.000000 ~scale:2.000000
      , Some (cauchy_ppf ~loc:0.000000 ~scale:2.000000)
      , cauchy_sf ~loc:0.000000 ~scale:2.000000
      , cauchy_logsf ~loc:0.000000 ~scale:2.000000
      , Some (cauchy_isf ~loc:0.000000 ~scale:2.000000)
      , [| -6250000.000000; -40.710665; -20.306277; -13.482878; -10.054666; -7.984438
         ; -6.593110; -5.589621; -4.828424; -4.228642; -3.741735; -3.336797; -2.993210
         ; -2.696687; -2.437006; -2.206659; -1.999999; -1.812694; -1.641357; -1.483301
         ; -1.336357; -1.198754; -1.069022; -0.945929; -0.828427; -0.715611; -0.606693
         ; -0.500974; -0.397825; -0.296672; -0.196983; -0.098254; 0.000000; 0.098254
         ; 0.196983; 0.296672; 0.397825; 0.500974; 0.606693; 0.715611; 0.828427; 0.945929
         ; 1.069022; 1.198754; 1.336357; 1.483301; 1.641357; 1.812694; 1.999999; 2.206659
         ; 2.437006; 2.696687; 2.993210; 3.336797; 3.741735; 4.228642; 4.828424; 5.589621
         ; 6.593110; 7.984438; 10.054666; 13.482878; 20.306277; 40.710665; 6250000.000000
        |]
      , [| 0.000000; 0.000383; 0.001529; 0.003427; 0.006057; 0.009396; 0.013411; 0.018063
         ; 0.023308; 0.029094; 0.035367; 0.042065; 0.049125; 0.056477; 0.064053; 0.071778
         ; 0.079577; 0.087377; 0.095102; 0.102678; 0.110030; 0.117090; 0.123788; 0.130061
         ; 0.135847; 0.141092; 0.145744; 0.149759; 0.153097; 0.155728; 0.157626; 0.158772
         ; 0.159155; 0.158772; 0.157626; 0.155728; 0.153097; 0.149759; 0.145744; 0.141092
         ; 0.135847; 0.130061; 0.123788; 0.117090; 0.110030; 0.102678; 0.095102; 0.087377
         ; 0.079577; 0.071778; 0.064053; 0.056477; 0.049125; 0.042065; 0.035367; 0.029094
         ; 0.023308; 0.018063; 0.013411; 0.009396; 0.006057; 0.003427; 0.001529; 0.000383
         ; 0.000000 |] )
    ; ( "cauchy_loc_-1.000000_scale_3.000000"
      , 1.000000
      , cauchy_cdf ~loc:(-1.000000) ~scale:3.000000
      , cauchy_pdf ~loc:(-1.000000) ~scale:3.000000
      , cauchy_logcdf ~loc:(-1.000000) ~scale:3.000000
      , cauchy_logpdf ~loc:(-1.000000) ~scale:3.000000
      , Some (cauchy_ppf ~loc:(-1.000000) ~scale:3.000000)
      , cauchy_sf ~loc:(-1.000000) ~scale:3.000000
      , cauchy_logsf ~loc:(-1.000000) ~scale:3.000000
      , Some (cauchy_isf ~loc:(-1.000000) ~scale:3.000000)
      , [| -9375000.000000; -62.066010; -31.459422; -21.224321; -16.081998; -12.976659
         ; -10.889666; -9.384432; -8.242635; -7.342963; -6.612602; -6.005195; -5.489815
         ; -5.045030; -4.655509; -4.309989; -3.999999; -3.719041; -3.462036; -3.224951
         ; -3.004535; -2.798130; -2.603533; -2.418894; -2.242640; -2.073417; -1.910040
         ; -1.751461; -1.596737; -1.445008; -1.295474; -1.147381; -1.000000; -0.852619
         ; -0.704526; -0.554992; -0.403263; -0.248539; -0.089960; 0.073417; 0.242640
         ; 0.418894; 0.603533; 0.798130; 1.004535; 1.224951; 1.462036; 1.719041; 1.999999
         ; 2.309989; 2.655509; 3.045030; 3.489815; 4.005195; 4.612603; 5.342963; 6.242636
         ; 7.384432; 8.889666; 10.976657; 14.081996; 19.224319; 29.459420; 60.066031
         ; 9375000.000000 |]
      , [| 0.000000; 0.000255; 0.001019; 0.002284; 0.004038; 0.006264; 0.008941; 0.012042
         ; 0.015538; 0.019396; 0.023578; 0.028043; 0.032750; 0.037652; 0.042702; 0.047852
         ; 0.053052; 0.058252; 0.063402; 0.068452; 0.073354; 0.078060; 0.082526; 0.086707
         ; 0.090565; 0.094061; 0.097162; 0.099839; 0.102065; 0.103819; 0.105084; 0.105848
         ; 0.106103; 0.105848; 0.105084; 0.103819; 0.102065; 0.099839; 0.097162; 0.094061
         ; 0.090565; 0.086707; 0.082526; 0.078060; 0.073354; 0.068452; 0.063402; 0.058252
         ; 0.053052; 0.047852; 0.042702; 0.037652; 0.032750; 0.028043; 0.023578; 0.019396
         ; 0.015538; 0.012042; 0.008941; 0.006264; 0.004038; 0.002284; 0.001019; 0.000255
         ; 0.000000 |] )
    ; ( "lomax_shape_2.000000_scale_1.000000"
      , 1.000000
      , lomax_cdf ~shape:2.000000 ~scale:1.000000
      , lomax_pdf ~shape:2.000000 ~scale:1.000000
      , lomax_logcdf ~shape:2.000000 ~scale:1.000000
      , lomax_logpdf ~shape:2.000000 ~scale:1.000000
      , Some (lomax_ppf ~shape:2.000000 ~scale:1.000000)
      , lomax_sf ~shape:2.000000 ~scale:1.000000
      , lomax_logsf ~shape:2.000000 ~scale:1.000000
      , Some (lomax_isf ~shape:2.000000 ~scale:1.000000)
      , [| 1.000000; 1.007905; 1.016001; 1.024295; 1.032796; 1.041511; 1.050452; 1.059626
         ; 1.069045; 1.078720; 1.088662; 1.098885; 1.109400; 1.120224; 1.131371; 1.142857
         ; 1.154701; 1.166920; 1.179536; 1.192570; 1.206045; 1.219989; 1.234427; 1.249390
         ; 1.264911; 1.281025; 1.297771; 1.315192; 1.333333; 1.352247; 1.371989; 1.392621
         ; 1.414214; 1.436842; 1.460593; 1.485563; 1.511858; 1.539601; 1.568929; 1.600000
         ; 1.632993; 1.668115; 1.705606; 1.745743; 1.788854; 1.835326; 1.885618; 1.940285
         ; 2.000000; 2.065591; 2.138090; 2.218800; 2.309401; 2.412090; 2.529822; 2.666666
         ; 2.828426; 3.023715; 3.265985; 3.577707; 3.999997; 4.618798; 5.656845; 7.999975
         ; 3051.757813 |]
      , [| 2.000000; 1.953308; 1.906986; 1.861036; 1.815461; 1.770264; 1.725448; 1.681018
         ; 1.636975; 1.593324; 1.550068; 1.507210; 1.464755; 1.422706; 1.381068; 1.339844
         ; 1.299038; 1.258655; 1.218700; 1.179176; 1.140090; 1.101445; 1.063246; 1.025500
         ; 0.988212; 0.951386; 0.915030; 0.879149; 0.843750; 0.808839; 0.774423; 0.740510
         ; 0.707107; 0.674221; 0.641862; 0.610038; 0.578758; 0.548032; 0.517869; 0.488281
         ; 0.459279; 0.430876; 0.403083; 0.375914; 0.349386; 0.323512; 0.298311; 0.273800
         ; 0.250000; 0.226933; 0.204622; 0.183094; 0.162380; 0.142511; 0.123527; 0.105469
         ; 0.088388; 0.072345; 0.057410; 0.043673; 0.031250; 0.020298; 0.011049; 0.003906
         ; 0.000000 |] )
    ; ( "lomax_shape_1.000000_scale_1.000000"
      , 1.000000
      , lomax_cdf ~shape:1.000000 ~scale:1.000000
      , lomax_pdf ~shape:1.000000 ~scale:1.000000
      , lomax_logcdf ~shape:1.000000 ~scale:1.000000
      , lomax_logpdf ~shape:1.000000 ~scale:1.000000
      , Some (lomax_ppf ~shape:1.000000 ~scale:1.000000)
      , lomax_sf ~shape:1.000000 ~scale:1.000000
      , lomax_logsf ~shape:1.000000 ~scale:1.000000
      , Some (lomax_isf ~shape:1.000000 ~scale:1.000000)
      , [| 1.000000; 1.015873; 1.032258; 1.049180; 1.066667; 1.084746; 1.103448; 1.122807
         ; 1.142857; 1.163636; 1.185185; 1.207547; 1.230769; 1.254902; 1.280000; 1.306123
         ; 1.333333; 1.361702; 1.391304; 1.422222; 1.454546; 1.488372; 1.523810; 1.560976
         ; 1.600000; 1.641026; 1.684211; 1.729730; 1.777778; 1.828571; 1.882353; 1.939394
         ; 2.000000; 2.064516; 2.133333; 2.206897; 2.285714; 2.370370; 2.461538; 2.560000
         ; 2.666667; 2.782608; 2.909091; 3.047619; 3.200000; 3.368421; 3.555555; 3.764705
         ; 3.999999; 4.266666; 4.571427; 4.923076; 5.333332; 5.818180; 6.399997; 7.111107
         ; 7.999995; 9.142850; 10.666658; 12.799987; 15.999979; 21.333290; 31.999912
         ; 63.999596; 9375000.000000 |]
      , [| 1.000000; 0.968994; 0.938476; 0.908447; 0.878906; 0.849853; 0.821289; 0.793213
         ; 0.765625; 0.738525; 0.711914; 0.685791; 0.660156; 0.635010; 0.610351; 0.586182
         ; 0.562500; 0.539307; 0.516601; 0.494385; 0.472656; 0.451416; 0.430664; 0.410400
         ; 0.390625; 0.371338; 0.352539; 0.334228; 0.316406; 0.299072; 0.282227; 0.265869
         ; 0.250000; 0.234619; 0.219727; 0.205322; 0.191406; 0.177979; 0.165039; 0.152588
         ; 0.140625; 0.129150; 0.118164; 0.107666; 0.097656; 0.088135; 0.079102; 0.070557
         ; 0.062500; 0.054932; 0.047852; 0.041260; 0.035156; 0.029541; 0.024414; 0.019775
         ; 0.015625; 0.011963; 0.008789; 0.006104; 0.003906; 0.002197; 0.000977; 0.000244
         ; 0.000000 |] )
    ; ( "lomax_shape_4.000000_scale_1.000000"
      , 1.000000
      , lomax_cdf ~shape:4.000000 ~scale:1.000000
      , lomax_pdf ~shape:4.000000 ~scale:1.000000
      , lomax_logcdf ~shape:4.000000 ~scale:1.000000
      , lomax_logpdf ~shape:4.000000 ~scale:1.000000
      , Some (lomax_ppf ~shape:4.000000 ~scale:1.000000)
      , lomax_sf ~shape:4.000000 ~scale:1.000000
      , lomax_logsf ~shape:4.000000 ~scale:1.000000
      , Some (lomax_isf ~shape:4.000000 ~scale:1.000000)
      , [| 1.000000; 1.003945; 1.007969; 1.012075; 1.016266; 1.020545; 1.024915; 1.029381
         ; 1.033946; 1.038614; 1.043390; 1.048277; 1.053281; 1.058406; 1.063659; 1.069045
         ; 1.074570; 1.080241; 1.086064; 1.092048; 1.098201; 1.104531; 1.111048; 1.117761
         ; 1.124683; 1.131824; 1.139198; 1.146818; 1.154701; 1.162861; 1.171319; 1.180094
         ; 1.189207; 1.198684; 1.208550; 1.218837; 1.229576; 1.240806; 1.252569; 1.264911
         ; 1.277886; 1.291555; 1.305988; 1.321266; 1.337481; 1.354742; 1.373178; 1.392941
         ; 1.414214; 1.437216; 1.462221; 1.489564; 1.519671; 1.553091; 1.590541; 1.632993
         ; 1.681793; 1.738883; 1.807204; 1.891483; 1.999999; 2.149139; 2.378412; 2.828423
         ; 56.624413 |]
      , [| 3.999999; 3.922028; 3.844365; 3.767014; 3.689980; 3.613266; 3.536877; 3.460816
         ; 3.385088; 3.309698; 3.234649; 3.159947; 3.085597; 3.011603; 2.937971; 2.864706
         ; 2.791814; 2.719301; 2.647173; 2.575435; 2.504095; 2.433159; 2.362635; 2.292529
         ; 2.222849; 2.153604; 2.084801; 2.016449; 1.948557; 1.881136; 1.814194; 1.747743
         ; 1.681793; 1.616356; 1.551446; 1.487074; 1.423255; 1.360003; 1.297334; 1.235265
         ; 1.173814; 1.112999; 1.052843; 0.993366; 0.934593; 0.876551; 0.819268; 0.762775
         ; 0.707107; 0.652303; 0.598405; 0.545462; 0.493528; 0.442666; 0.392948; 0.344460
         ; 0.297302; 0.251598; 0.207503; 0.165214; 0.125000; 0.087244; 0.052556; 0.022097
         ; 0.000000 |] )
    ; ( "laplace_loc_0.000000_scale_0.500000"
      , 1.000000
      , laplace_cdf ~loc:0.000000 ~scale:0.500000
      , laplace_pdf ~loc:0.000000 ~scale:0.500000
      , laplace_logcdf ~loc:0.000000 ~scale:0.500000
      , laplace_logpdf ~loc:0.000000 ~scale:0.500000
      , Some (laplace_ppf ~loc:0.000000 ~scale:0.500000)
      , laplace_sf ~loc:0.000000 ~scale:0.500000
      , laplace_logsf ~loc:0.000000 ~scale:0.500000
      , Some (laplace_isf ~loc:0.000000 ~scale:0.500000)
      , [| -7.690430; -1.732865; -1.386293; -1.183561; -1.039720; -0.928148; -0.836988
         ; -0.759913; -0.693147; -0.634255; -0.581575; -0.533920; -0.490414; -0.450393
         ; -0.413339; -0.378843; -0.346573; -0.316261; -0.287682; -0.260648; -0.235002
         ; -0.210607; -0.187347; -0.165121; -0.143841; -0.123430; -0.103820; -0.084949
         ; -0.066766; -0.049220; -0.032269; -0.015874; 0.000000; 0.015874; 0.032269
         ; 0.049220; 0.066766; 0.084949; 0.103820; 0.123430; 0.143841; 0.165121; 0.187347
         ; 0.210607; 0.235002; 0.260648; 0.287682; 0.316261; 0.346573; 0.378843; 0.413339
         ; 0.450393; 0.490414; 0.533920; 0.581575; 0.634255; 0.693147; 0.759913; 0.836988
         ; 0.928148; 1.039720; 1.183561; 1.386293; 1.732865; 7.690430 |]
      , [| 0.000000; 0.031250; 0.062500; 0.093750; 0.125000; 0.156250; 0.187500; 0.218750
         ; 0.250000; 0.281250; 0.312500; 0.343750; 0.375000; 0.406250; 0.437500; 0.468750
         ; 0.500000; 0.531250; 0.562500; 0.593750; 0.625000; 0.656250; 0.687500; 0.718750
         ; 0.750000; 0.781250; 0.812500; 0.843750; 0.875000; 0.906250; 0.937500; 0.968750
         ; 1.000000; 0.968750; 0.937500; 0.906250; 0.875000; 0.843750; 0.812500; 0.781250
         ; 0.750000; 0.718750; 0.687500; 0.656250; 0.625000; 0.593750; 0.562500; 0.531250
         ; 0.500000; 0.468750; 0.437500; 0.406250; 0.375000; 0.343750; 0.312500; 0.281250
         ; 0.250000; 0.218750; 0.187500; 0.156250; 0.125000; 0.093750; 0.062500; 0.031250
         ; 0.000000 |] )
    ; ( "laplace_loc_-1.000000_scale_0.700000"
      , 1.000000
      , laplace_cdf ~loc:(-1.000000) ~scale:0.700000
      , laplace_pdf ~loc:(-1.000000) ~scale:0.700000
      , laplace_logcdf ~loc:(-1.000000) ~scale:0.700000
      , laplace_logpdf ~loc:(-1.000000) ~scale:0.700000
      , Some (laplace_ppf ~loc:(-1.000000) ~scale:0.700000)
      , laplace_sf ~loc:(-1.000000) ~scale:0.700000
      , laplace_logsf ~loc:(-1.000000) ~scale:0.700000
      , Some (laplace_isf ~loc:(-1.000000) ~scale:0.700000)
      , [| -11.840820; -3.426011; -2.940810; -2.656985; -2.455608; -2.299408; -2.171783
         ; -2.063878; -1.970406; -1.887958; -1.814205; -1.747488; -1.686580; -1.630550
         ; -1.578675; -1.530380; -1.485203; -1.442766; -1.402755; -1.364908; -1.329002
         ; -1.294849; -1.262285; -1.231169; -1.201377; -1.172802; -1.145348; -1.118929
         ; -1.093472; -1.068908; -1.045177; -1.022224; -1.000000; -0.977776; -0.954823
         ; -0.931092; -0.906528; -0.881071; -0.854652; -0.827198; -0.798623; -0.768831
         ; -0.737715; -0.705151; -0.670998; -0.635092; -0.597245; -0.557234; -0.514797
         ; -0.469620; -0.421325; -0.369450; -0.313420; -0.252512; -0.185795; -0.112042
         ; -0.029594; 0.063878; 0.171783; 0.299408; 0.455608; 0.656985; 0.940810; 1.426010
         ; 9.765625 |]
      , [| 0.000000; 0.022322; 0.044643; 0.066964; 0.089286; 0.111607; 0.133929; 0.156250
         ; 0.178572; 0.200893; 0.223214; 0.245536; 0.267857; 0.290179; 0.312500; 0.334822
         ; 0.357143; 0.379464; 0.401786; 0.424107; 0.446429; 0.468750; 0.491071; 0.513393
         ; 0.535714; 0.558036; 0.580357; 0.602679; 0.625000; 0.647321; 0.669643; 0.691964
         ; 0.714286; 0.691964; 0.669643; 0.647321; 0.625000; 0.602679; 0.580357; 0.558036
         ; 0.535714; 0.513393; 0.491071; 0.468750; 0.446429; 0.424107; 0.401786; 0.379464
         ; 0.357143; 0.334822; 0.312500; 0.290179; 0.267857; 0.245536; 0.223214; 0.200893
         ; 0.178572; 0.156250; 0.133929; 0.111607; 0.089286; 0.066964; 0.044643; 0.022322
         ; 0.000000 |] )
    ; ( "laplace_loc_1.000000_scale_3.000000"
      , 1.000000
      , laplace_cdf ~loc:1.000000 ~scale:3.000000
      , laplace_pdf ~loc:1.000000 ~scale:3.000000
      , laplace_logcdf ~loc:1.000000 ~scale:3.000000
      , laplace_logpdf ~loc:1.000000 ~scale:3.000000
      , Some (laplace_ppf ~loc:1.000000 ~scale:3.000000)
      , laplace_sf ~loc:1.000000 ~scale:3.000000
      , laplace_logsf ~loc:1.000000 ~scale:3.000000
      , Some (laplace_isf ~loc:1.000000 ~scale:3.000000)
      , [| -45.410156; -9.397190; -7.317757; -6.101365; -5.238321; -4.568891; -4.021927
         ; -3.559475; -3.158881; -2.805532; -2.489451; -2.203521; -1.942487; -1.702359
         ; -1.480035; -1.273056; -1.079441; -0.897567; -0.726092; -0.563890; -0.410011
         ; -0.263640; -0.124080; 0.009275; 0.136954; 0.259420; 0.377082; 0.490303
         ; 0.599406; 0.704680; 0.806384; 0.904754; 1.000000; 1.095246; 1.193615; 1.295320
         ; 1.400594; 1.509697; 1.622918; 1.740580; 1.863046; 1.990725; 2.124080; 2.263640
         ; 2.410010; 2.563890; 2.726092; 2.897567; 3.079441; 3.273056; 3.480035; 3.702359
         ; 3.942487; 4.203521; 4.489451; 4.805532; 5.158881; 5.559475; 6.021927; 6.568891
         ; 7.238320; 8.101365; 9.317758; 11.397190; 47.363281 |]
      , [| 0.000000; 0.005208; 0.010417; 0.015625; 0.020833; 0.026042; 0.031250; 0.036458
         ; 0.041667; 0.046875; 0.052083; 0.057292; 0.062500; 0.067708; 0.072917; 0.078125
         ; 0.083333; 0.088542; 0.093750; 0.098958; 0.104167; 0.109375; 0.114583; 0.119792
         ; 0.125000; 0.130208; 0.135417; 0.140625; 0.145833; 0.151042; 0.156250; 0.161458
         ; 0.166667; 0.161458; 0.156250; 0.151042; 0.145833; 0.140625; 0.135417; 0.130208
         ; 0.125000; 0.119792; 0.114583; 0.109375; 0.104167; 0.098958; 0.093750; 0.088542
         ; 0.083333; 0.078125; 0.072917; 0.067708; 0.062500; 0.057292; 0.052083; 0.046875
         ; 0.041667; 0.036458; 0.031250; 0.026042; 0.020833; 0.015625; 0.010417; 0.005208
         ; 0.000000 |] )
    ; ( "gaussian_u_1.000000_sd_2.000000"
      , 1.000000
      , gaussian_cdf ~mu:1.000000 ~sigma:2.000000
      , gaussian_pdf ~mu:1.000000 ~sigma:2.000000
      , gaussian_logcdf ~mu:1.000000 ~sigma:2.000000
      , gaussian_logpdf ~mu:1.000000 ~sigma:2.000000
      , Some (gaussian_ppf ~mu:1.000000 ~sigma:2.000000)
      , gaussian_sf ~mu:1.000000 ~sigma:2.000000
      , gaussian_logsf ~mu:1.000000 ~sigma:2.000000
      , Some (gaussian_isf ~mu:1.000000 ~sigma:2.000000)
      , [| -9.399414; -3.307745; -2.725461; -2.351878; -2.068240; -1.835593; -1.636021
         ; -1.459717; -1.300698; -1.155030; -1.019980; -0.893563; -0.774293; -0.661021
         ; -0.552843; -0.449028; -0.348979; -0.252198; -0.158264; -0.066819; 0.022447
         ; 0.109807; 0.195500; 0.279740; 0.362721; 0.444619; 0.525596; 0.605802; 0.685379
         ; 0.764460; 0.843175; 0.921648; 1.000000; 1.078352; 1.156825; 1.235540; 1.314621
         ; 1.394198; 1.474404; 1.555381; 1.637279; 1.720260; 1.804500; 1.890193; 1.977553
         ; 2.066819; 2.158264; 2.252198; 2.348979; 2.449028; 2.552843; 2.661021; 2.774293
         ; 2.893563; 3.019980; 3.155031; 3.300698; 3.459717; 3.636021; 3.835593; 4.068240
         ; 4.351878; 4.725461; 5.307744; 11.413574 |]
      , [| 0.000000; 0.019611; 0.035191; 0.048974; 0.061492; 0.073010; 0.083688; 0.093634
         ; 0.102927; 0.111626; 0.119777; 0.127418; 0.134580; 0.141287; 0.147563; 0.153425
         ; 0.158888; 0.163968; 0.168675; 0.173020; 0.177012; 0.180660; 0.183969; 0.186947
         ; 0.189598; 0.191927; 0.193938; 0.195634; 0.197018; 0.198093; 0.198859; 0.199318
         ; 0.199471; 0.199318; 0.198859; 0.198093; 0.197018; 0.195634; 0.193938; 0.191927
         ; 0.189598; 0.186947; 0.183969; 0.180660; 0.177012; 0.173020; 0.168675; 0.163968
         ; 0.158888; 0.153425; 0.147563; 0.141287; 0.134580; 0.127418; 0.119777; 0.111626
         ; 0.102927; 0.093634; 0.083688; 0.073010; 0.061492; 0.048974; 0.035191; 0.019611
         ; 0.000000 |] )
    ; ( "gaussian_u_1.000000_sd_1.000000"
      , 1.000000
      , gaussian_cdf ~mu:1.000000 ~sigma:1.000000
      , gaussian_pdf ~mu:1.000000 ~sigma:1.000000
      , gaussian_logcdf ~mu:1.000000 ~sigma:1.000000
      , gaussian_logpdf ~mu:1.000000 ~sigma:1.000000
      , Some (gaussian_ppf ~mu:1.000000 ~sigma:1.000000)
      , gaussian_sf ~mu:1.000000 ~sigma:1.000000
      , gaussian_logsf ~mu:1.000000 ~sigma:1.000000
      , Some (gaussian_isf ~mu:1.000000 ~sigma:1.000000)
      , [| -4.211426; -1.153872; -0.862731; -0.675939; -0.534120; -0.417797; -0.318010
         ; -0.229858; -0.150349; -0.077515; -0.009990; 0.053219; 0.112854; 0.169489
         ; 0.223578; 0.275486; 0.325510; 0.373901; 0.420868; 0.466590; 0.511224; 0.554904
         ; 0.597750; 0.639870; 0.681361; 0.722310; 0.762798; 0.802901; 0.842689; 0.882230
         ; 0.921588; 0.960824; 1.000000; 1.039176; 1.078412; 1.117770; 1.157311; 1.197099
         ; 1.237202; 1.277690; 1.318639; 1.360130; 1.402250; 1.445096; 1.488776; 1.533410
         ; 1.579132; 1.626099; 1.674490; 1.724514; 1.776422; 1.830511; 1.887146; 1.946782
         ; 2.009990; 2.077515; 2.150349; 2.229858; 2.318010; 2.417797; 2.534120; 2.675939
         ; 2.862731; 3.153872; 6.195068 |]
      , [| 0.000001; 0.039222; 0.070382; 0.097947; 0.122984; 0.146020; 0.167376; 0.187268
         ; 0.205854; 0.223251; 0.239554; 0.254836; 0.269159; 0.282575; 0.295126; 0.306849
         ; 0.317777; 0.327935; 0.337350; 0.346040; 0.354024; 0.361319; 0.367938; 0.373893
         ; 0.379195; 0.383853; 0.387875; 0.391268; 0.394036; 0.396185; 0.397718; 0.398636
         ; 0.398942; 0.398636; 0.397718; 0.396185; 0.394036; 0.391268; 0.387875; 0.383853
         ; 0.379195; 0.373893; 0.367938; 0.361319; 0.354024; 0.346040; 0.337350; 0.327935
         ; 0.317777; 0.306849; 0.295126; 0.282575; 0.269159; 0.254836; 0.239554; 0.223251
         ; 0.205854; 0.187268; 0.167376; 0.146020; 0.122984; 0.097947; 0.070382; 0.039222
         ; 0.000001 |] )
    ; ( "gaussian_u_0.000000_sd_1.000000"
      , 1.000000
      , gaussian_cdf ~mu:0.000000 ~sigma:1.000000
      , gaussian_pdf ~mu:0.000000 ~sigma:1.000000
      , gaussian_logcdf ~mu:0.000000 ~sigma:1.000000
      , gaussian_logpdf ~mu:0.000000 ~sigma:1.000000
      , Some (gaussian_ppf ~mu:0.000000 ~sigma:1.000000)
      , gaussian_sf ~mu:0.000000 ~sigma:1.000000
      , gaussian_logsf ~mu:0.000000 ~sigma:1.000000
      , Some (gaussian_isf ~mu:0.000000 ~sigma:1.000000)
      , [| -5.187988; -2.153872; -1.862731; -1.675939; -1.534120; -1.417797; -1.318010
         ; -1.229858; -1.150349; -1.077515; -1.009990; -0.946781; -0.887146; -0.830511
         ; -0.776422; -0.724514; -0.674490; -0.626099; -0.579132; -0.533410; -0.488776
         ; -0.445096; -0.402250; -0.360130; -0.318639; -0.277690; -0.237202; -0.197099
         ; -0.157311; -0.117770; -0.078412; -0.039176; 0.000000; 0.039176; 0.078412
         ; 0.117770; 0.157311; 0.197099; 0.237202; 0.277690; 0.318639; 0.360130; 0.402250
         ; 0.445096; 0.488776; 0.533410; 0.579132; 0.626099; 0.674490; 0.724514; 0.776422
         ; 0.830511; 0.887146; 0.946781; 1.009990; 1.077515; 1.150349; 1.229858; 1.318010
         ; 1.417797; 1.534120; 1.675939; 1.862731; 2.153872; 5.187988 |]
      , [| 0.000001; 0.039222; 0.070382; 0.097947; 0.122984; 0.146020; 0.167376; 0.187268
         ; 0.205854; 0.223251; 0.239554; 0.254836; 0.269159; 0.282575; 0.295126; 0.306849
         ; 0.317777; 0.327935; 0.337350; 0.346040; 0.354024; 0.361319; 0.367938; 0.373893
         ; 0.379195; 0.383853; 0.387875; 0.391268; 0.394036; 0.396185; 0.397718; 0.398636
         ; 0.398942; 0.398636; 0.397718; 0.396185; 0.394036; 0.391268; 0.387875; 0.383853
         ; 0.379195; 0.373893; 0.367938; 0.361319; 0.354024; 0.346040; 0.337350; 0.327935
         ; 0.317777; 0.306849; 0.295126; 0.282575; 0.269159; 0.254836; 0.239554; 0.223251
         ; 0.205854; 0.187268; 0.167376; 0.146020; 0.122984; 0.097947; 0.070382; 0.039222
         ; 0.000001 |] )
    ; ( "beta_a_0.500000_b_0.700000"
      , 1.000000
      , beta_cdf ~a:0.500000 ~b:0.700000
      , beta_pdf ~a:0.500000 ~b:0.700000
      , beta_logcdf ~a:0.500000 ~b:0.700000
      , beta_logpdf ~a:0.500000 ~b:0.700000
      , Some (beta_ppf ~a:0.500000 ~b:0.700000)
      , beta_sf ~a:0.500000 ~b:0.700000
      , beta_logsf ~a:0.500000 ~b:0.700000
      , Some (beta_isf ~a:0.500000 ~b:0.700000)
      , [| 0.000000; 0.000096; 0.000383; 0.000862; 0.001533; 0.002394; 0.003447; 0.004690
         ; 0.006124; 0.007749; 0.009563; 0.011566; 0.013759; 0.016139; 0.018708; 0.021464
         ; 0.024407; 0.027536; 0.030850; 0.034348; 0.038030; 0.041895; 0.045941; 0.050169
         ; 0.054576; 0.059162; 0.063926; 0.068867; 0.073983; 0.079274; 0.084737; 0.090372
         ; 0.096177; 0.102151; 0.108292; 0.114599; 0.121070; 0.127704; 0.134500; 0.141454
         ; 0.148566; 0.155834; 0.163255; 0.170829; 0.178553; 0.186425; 0.194443; 0.202605
         ; 0.210908; 0.219351; 0.227932; 0.236647; 0.245495; 0.254474; 0.263580; 0.272811
         ; 0.282165; 0.291639; 0.301231; 0.310937; 0.320754; 0.330681; 0.340713; 0.350849
         ; 0.361084; 0.371416; 0.381842; 0.392358; 0.402961; 0.413648; 0.424415; 0.435259
         ; 0.446175; 0.457162; 0.468214; 0.479327; 0.490499; 0.501725; 0.513001; 0.524322
         ; 0.535685; 0.547086; 0.558519; 0.569980; 0.581465; 0.592969; 0.604487; 0.616014
         ; 0.627545; 0.639075; 0.650598; 0.662110; 0.673604; 0.685074; 0.696515; 0.707921
         ; 0.719286; 0.730602; 0.741863; 0.753063; 0.764194; 0.775250; 0.786221; 0.797101
         ; 0.807881; 0.818552; 0.829106; 0.839533; 0.849823; 0.859966; 0.869951; 0.879765
         ; 0.889398; 0.898835; 0.908062; 0.917063; 0.925822; 0.934319; 0.942535; 0.950445
         ; 0.958023; 0.965237; 0.972051; 0.978418; 0.984282; 0.989562; 0.994144; 0.997822
         ; 1.000000 |]
      , [| 3347682.500202; 40.771787; 20.388370; 13.594882; 10.198912; 8.161950; 6.804501
         ; 5.835345; 5.108871; 4.544191; 4.092765; 3.723708; 3.416429; 3.156674; 2.934260
         ; 2.741721; 2.573456; 2.425184; 2.293574; 2.175996; 2.070348; 1.974928; 1.888341
         ; 1.809438; 1.737260; 1.671002; 1.609982; 1.553620; 1.501419; 1.452951; 1.407844
         ; 1.365775; 1.326461; 1.289653; 1.255133; 1.222706; 1.192200; 1.163462; 1.136354
         ; 1.110754; 1.086549; 1.063641; 1.041940; 1.021363; 1.001837; 0.983293; 0.965672
         ; 0.948916; 0.932974; 0.917799; 0.903348; 0.889582; 0.876464; 0.863961; 0.852041
         ; 0.840677; 0.829842; 0.819511; 0.809664; 0.800278; 0.791335; 0.782816; 0.774707
         ; 0.766992; 0.759656; 0.752688; 0.746075; 0.739808; 0.733875; 0.728268; 0.722980
         ; 0.718002; 0.713329; 0.708954; 0.704873; 0.701082; 0.697576; 0.694354; 0.691412
         ; 0.688750; 0.686366; 0.684261; 0.682436; 0.680892; 0.679631; 0.678657; 0.677973
         ; 0.677586; 0.677501; 0.677725; 0.678267; 0.679136; 0.680344; 0.681904; 0.683830
         ; 0.686139; 0.688849; 0.691983; 0.695565; 0.699621; 0.704184; 0.709289; 0.714978
         ; 0.721296; 0.728298; 0.736047; 0.744614; 0.754084; 0.764555; 0.776146; 0.788996
         ; 0.803271; 0.819176; 0.836961; 0.856935; 0.879489; 0.905123; 0.934492; 0.968466
         ; 1.008241; 1.055508; 1.112760; 1.183854; 1.275166; 1.398215; 1.576714; 1.870857
         ; 2.512516; 309.700795 |] )
    ; ( "beta_a_1.000000_b_1.000000"
      , 1.000000
      , beta_cdf ~a:1.000000 ~b:1.000000
      , beta_pdf ~a:1.000000 ~b:1.000000
      , beta_logcdf ~a:1.000000 ~b:1.000000
      , beta_logpdf ~a:1.000000 ~b:1.000000
      , Some (beta_ppf ~a:1.000000 ~b:1.000000)
      , beta_sf ~a:1.000000 ~b:1.000000
      , beta_logsf ~a:1.000000 ~b:1.000000
      , Some (beta_isf ~a:1.000000 ~b:1.000000)
      , [| 0.000000; 0.015625; 0.031250; 0.046875; 0.062500; 0.078125; 0.093750; 0.109375
         ; 0.125000; 0.140625; 0.156250; 0.171875; 0.187500; 0.203125; 0.218750; 0.234375
         ; 0.250000; 0.265625; 0.281250; 0.296875; 0.312500; 0.328125; 0.343750; 0.359375
         ; 0.375000; 0.390625; 0.406250; 0.421875; 0.437500; 0.453125; 0.468750; 0.484375
         ; 0.500000; 0.515625; 0.531250; 0.546875; 0.562500; 0.578125; 0.593750; 0.609375
         ; 0.625000; 0.640625; 0.656250; 0.671875; 0.687500; 0.703125; 0.718750; 0.734375
         ; 0.750000; 0.765625; 0.781250; 0.796875; 0.812500; 0.828125; 0.843750; 0.859375
         ; 0.875000; 0.890625; 0.906250; 0.921875; 0.937500; 0.953125; 0.968750; 0.984375
         ; 1.000000 |]
      , [| 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000; 1.000000
         ; 1.000000 |] )
    ; ( "beta_a_2.000000_b_1.000000"
      , 1.000000
      , beta_cdf ~a:2.000000 ~b:1.000000
      , beta_pdf ~a:2.000000 ~b:1.000000
      , beta_logcdf ~a:2.000000 ~b:1.000000
      , beta_logpdf ~a:2.000000 ~b:1.000000
      , Some (beta_ppf ~a:2.000000 ~b:1.000000)
      , beta_sf ~a:2.000000 ~b:1.000000
      , beta_logsf ~a:2.000000 ~b:1.000000
      , Some (beta_isf ~a:2.000000 ~b:1.000000)
      , [| 0.000305; 0.125000; 0.176777; 0.216507; 0.250000; 0.279509; 0.306186; 0.330719
         ; 0.353554; 0.375000; 0.395285; 0.414578; 0.433013; 0.450694; 0.467707; 0.484123
         ; 0.500000; 0.515388; 0.530330; 0.544862; 0.559017; 0.572822; 0.586302; 0.599479
         ; 0.612372; 0.625000; 0.637377; 0.649519; 0.661438; 0.673146; 0.684653; 0.695971
         ; 0.707107; 0.718070; 0.728869; 0.739510; 0.750000; 0.760345; 0.770552; 0.780625
         ; 0.790569; 0.800391; 0.810093; 0.819680; 0.829156; 0.838525; 0.847791; 0.856957
         ; 0.866025; 0.875000; 0.883883; 0.892679; 0.901388; 0.910014; 0.918559; 0.927025
         ; 0.935414; 0.943729; 0.951972; 0.960143; 0.968246; 0.976281; 0.984251; 0.992157
         ; 1.000000 |]
      , [| 0.000610; 0.250001; 0.353554; 0.433013; 0.500000; 0.559017; 0.612373; 0.661438
         ; 0.707107; 0.750000; 0.790570; 0.829156; 0.866026; 0.901388; 0.935414; 0.968246
         ; 1.000000; 1.030777; 1.060660; 1.089725; 1.118034; 1.145644; 1.172604; 1.198958
         ; 1.224745; 1.250000; 1.274755; 1.299038; 1.322876; 1.346291; 1.369306; 1.391941
         ; 1.414214; 1.436141; 1.457738; 1.479020; 1.500000; 1.520691; 1.541103; 1.561249
         ; 1.581139; 1.600781; 1.620185; 1.639360; 1.658312; 1.677051; 1.695582; 1.713914
         ; 1.732051; 1.750000; 1.767767; 1.785357; 1.802776; 1.820027; 1.837117; 1.854050
         ; 1.870829; 1.887459; 1.903943; 1.920286; 1.936492; 1.952562; 1.968502; 1.984313
         ; 2.000000 |] )
    ; ( "beta_a_3.000000_b_1.000000"
      , 1.000000
      , beta_cdf ~a:3.000000 ~b:1.000000
      , beta_pdf ~a:3.000000 ~b:1.000000
      , beta_logcdf ~a:3.000000 ~b:1.000000
      , beta_logpdf ~a:3.000000 ~b:1.000000
      , Some (beta_ppf ~a:3.000000 ~b:1.000000)
      , beta_sf ~a:3.000000 ~b:1.000000
      , beta_logsf ~a:3.000000 ~b:1.000000
      , Some (beta_isf ~a:3.000000 ~b:1.000000)
      , [| 0.004639; 0.250000; 0.314981; 0.360563; 0.396850; 0.427494; 0.454280; 0.478233
         ; 0.500000; 0.520021; 0.538609; 0.555995; 0.572357; 0.587834; 0.602536; 0.616553
         ; 0.629961; 0.642820; 0.655185; 0.667100; 0.678604; 0.689731; 0.700510; 0.710967
         ; 0.721125; 0.731004; 0.740624; 0.750000; 0.759147; 0.768079; 0.776808; 0.785345
         ; 0.793701; 0.801884; 0.809903; 0.817767; 0.825482; 0.833055; 0.840494; 0.847803
         ; 0.854988; 0.862054; 0.869007; 0.875850; 0.882587; 0.889223; 0.895762; 0.902207
         ; 0.908560; 0.914826; 0.921008; 0.927107; 0.933128; 0.939071; 0.944941; 0.950738
         ; 0.956466; 0.962125; 0.967719; 0.973249; 0.978717; 0.984124; 0.989473; 0.994764
         ; 1.000000 |]
      , [| 0.000065; 0.187501; 0.297638; 0.390016; 0.472471; 0.548254; 0.619112; 0.686120
         ; 0.750000; 0.811266; 0.870298; 0.927392; 0.982778; 1.036645; 1.089148; 1.140413
         ; 1.190551; 1.239654; 1.287804; 1.335069; 1.381512; 1.427187; 1.472142; 1.516421
         ; 1.560063; 1.603103; 1.645572; 1.687500; 1.728914; 1.769837; 1.810293; 1.850301
         ; 1.889882; 1.929052; 1.967828; 2.006227; 2.044261; 2.081944; 2.119290; 2.156309
         ; 2.193013; 2.229413; 2.265518; 2.301337; 2.336880; 2.372154; 2.407168; 2.441930
         ; 2.476445; 2.510722; 2.544766; 2.578584; 2.612182; 2.645565; 2.678739; 2.711709
         ; 2.744479; 2.777055; 2.809441; 2.841641; 2.873660; 2.905502; 2.937170; 2.968668
         ; 3.000000 |] )
    ; ( "beta_a_1.000000_b_2.000000"
      , 1.000000
      , beta_cdf ~a:1.000000 ~b:2.000000
      , beta_pdf ~a:1.000000 ~b:2.000000
      , beta_logcdf ~a:1.000000 ~b:2.000000
      , beta_logpdf ~a:1.000000 ~b:2.000000
      , Some (beta_ppf ~a:1.000000 ~b:2.000000)
      , beta_sf ~a:1.000000 ~b:2.000000
      , beta_logsf ~a:1.000000 ~b:2.000000
      , Some (beta_isf ~a:1.000000 ~b:2.000000)
      , [| 0.000000; 0.007843; 0.015749; 0.023719; 0.031754; 0.039857; 0.048028; 0.056271
         ; 0.064586; 0.072975; 0.081441; 0.089986; 0.098612; 0.107321; 0.116117; 0.125000
         ; 0.133975; 0.143043; 0.152209; 0.161475; 0.170844; 0.180320; 0.189907; 0.199609
         ; 0.209431; 0.219375; 0.229448; 0.239655; 0.250000; 0.260490; 0.271131; 0.281930
         ; 0.292893; 0.304029; 0.315347; 0.326854; 0.338562; 0.350481; 0.362623; 0.375000
         ; 0.387628; 0.400521; 0.413698; 0.427178; 0.440983; 0.455138; 0.469670; 0.484612
         ; 0.500000; 0.515877; 0.532293; 0.549306; 0.566987; 0.585422; 0.604715; 0.625000
         ; 0.646446; 0.669281; 0.693814; 0.720491; 0.750000; 0.783493; 0.823223; 0.875000
         ; 0.999695 |]
      , [| 2.000000; 1.984313; 1.968502; 1.952562; 1.936492; 1.920286; 1.903943; 1.887459
         ; 1.870829; 1.854050; 1.837117; 1.820027; 1.802776; 1.785357; 1.767767; 1.750000
         ; 1.732051; 1.713914; 1.695582; 1.677051; 1.658312; 1.639360; 1.620185; 1.600781
         ; 1.581139; 1.561249; 1.541103; 1.520691; 1.500000; 1.479020; 1.457738; 1.436141
         ; 1.414214; 1.391941; 1.369306; 1.346291; 1.322876; 1.299038; 1.274755; 1.250000
         ; 1.224745; 1.198958; 1.172604; 1.145644; 1.118034; 1.089725; 1.060660; 1.030777
         ; 1.000000; 0.968246; 0.935414; 0.901388; 0.866026; 0.829156; 0.790570; 0.750000
         ; 0.707107; 0.661438; 0.612373; 0.559017; 0.500000; 0.433013; 0.353554; 0.250001
         ; 0.000610 |] )
    ; ( "beta_a_2.000000_b_3.000000"
      , 1.000000
      , beta_cdf ~a:2.000000 ~b:3.000000
      , beta_pdf ~a:2.000000 ~b:3.000000
      , beta_logcdf ~a:2.000000 ~b:3.000000
      , beta_logpdf ~a:2.000000 ~b:3.000000
      , Some (beta_ppf ~a:2.000000 ~b:3.000000)
      , beta_sf ~a:2.000000 ~b:3.000000
      , beta_logsf ~a:2.000000 ~b:3.000000
      , Some (beta_isf ~a:2.000000 ~b:3.000000)
      , [| 0.000130; 0.052892; 0.076007; 0.094291; 0.110104; 0.124361; 0.137530; 0.149889
         ; 0.161620; 0.172849; 0.183668; 0.194146; 0.204339; 0.214290; 0.224035; 0.233604
         ; 0.243022; 0.252311; 0.261491; 0.270577; 0.279584; 0.288528; 0.297419; 0.306270
         ; 0.315090; 0.323891; 0.332682; 0.341473; 0.350271; 0.359087; 0.367929; 0.376806
         ; 0.385728; 0.394702; 0.403739; 0.412848; 0.422039; 0.431323; 0.440712; 0.450218
         ; 0.459854; 0.469633; 0.479572; 0.489688; 0.500000; 0.510529; 0.521299; 0.532339
         ; 0.543678; 0.555355; 0.567411; 0.579899; 0.592879; 0.606427; 0.620637; 0.635628
         ; 0.651555; 0.668628; 0.687140; 0.707522; 0.730453; 0.757112; 0.789903; 0.835440
         ; 0.997070 |]
      , [| 0.001556; 0.569338; 0.778708; 0.928171; 1.046317; 1.144237; 1.227629; 1.299880
         ; 1.363197; 1.419115; 1.468750; 1.512942; 1.552346; 1.587477; 1.618756; 1.646523
         ; 1.671065; 1.692620; 1.711391; 1.727551; 1.741247; 1.752608; 1.761744; 1.768751
         ; 1.773711; 1.776698; 1.777773; 1.776989; 1.774393; 1.770024; 1.763912; 1.756085
         ; 1.746562; 1.735358; 1.722483; 1.707940; 1.691730; 1.673844; 1.654272; 1.632996
         ; 1.609992; 1.585232; 1.558677; 1.530284; 1.500000; 1.467762; 1.433496; 1.397115
         ; 1.358518; 1.317586; 1.274176; 1.228120; 1.179217; 1.127222; 1.071836; 1.012685
         ; 0.949293; 0.881042; 0.807097; 0.726285; 0.636859; 0.535985; 0.418403; 0.271484
         ; 0.000103 |] )
    ; ( "beta_a_3.000000_b_4.000000"
      , 1.000000
      , beta_cdf ~a:3.000000 ~b:4.000000
      , beta_pdf ~a:3.000000 ~b:4.000000
      , beta_logcdf ~a:3.000000 ~b:4.000000
      , beta_logpdf ~a:3.000000 ~b:4.000000
      , Some (beta_ppf ~a:3.000000 ~b:4.000000)
      , beta_sf ~a:3.000000 ~b:4.000000
      , beta_logsf ~a:3.000000 ~b:4.000000
      , Some (beta_isf ~a:3.000000 ~b:4.000000)
      , [| 0.001709; 0.099484; 0.128297; 0.149439; 0.166889; 0.182094; 0.195769; 0.208326
         ; 0.220026; 0.231048; 0.241521; 0.251539; 0.261175; 0.270488; 0.279525; 0.288324
         ; 0.296917; 0.305331; 0.313590; 0.321714; 0.329721; 0.337628; 0.345448; 0.353195
         ; 0.360881; 0.368517; 0.376114; 0.383682; 0.391230; 0.398768; 0.406304; 0.413847
         ; 0.421407; 0.428992; 0.436611; 0.444274; 0.451990; 0.459768; 0.467620; 0.475557
         ; 0.483591; 0.491733; 0.500000; 0.508406; 0.516967; 0.525704; 0.534638; 0.543793
         ; 0.553198; 0.562886; 0.572894; 0.583270; 0.594069; 0.605359; 0.617225; 0.629777
         ; 0.643158; 0.657562; 0.673264; 0.690669; 0.710426; 0.733676; 0.762787; 0.804469
         ; 0.990723 |]
      , [| 0.000174; 0.433640; 0.654166; 0.824512; 0.966306; 1.088561; 1.196140; 1.292043
         ; 1.378288; 1.456311; 1.527184; 1.591727; 1.650590; 1.704296; 1.753273; 1.797875
         ; 1.838403; 1.875109; 1.908210; 1.937891; 1.964316; 1.987622; 2.007932; 2.025352
         ; 2.039973; 2.051877; 2.061133; 2.067801; 2.071931; 2.073567; 2.072745; 2.069492
         ; 2.063831; 2.055778; 2.045340; 2.032522; 2.017319; 1.999722; 1.979714; 1.957272
         ; 1.932366; 1.904958; 1.875000; 1.842437; 1.807204; 1.769221; 1.728397; 1.684628
         ; 1.637787; 1.587730; 1.534286; 1.477251; 1.416387; 1.351402; 1.281944; 1.207578
         ; 1.127754; 1.041764; 0.948666; 0.847152; 0.735307; 0.610087; 0.465985; 0.290280
         ; 0.000047 |] )
    ; ( "beta_a_2.000000_b_5.000000"
      , 1.000000
      , beta_cdf ~a:2.000000 ~b:5.000000
      , beta_pdf ~a:2.000000 ~b:5.000000
      , beta_logcdf ~a:2.000000 ~b:5.000000
      , beta_logpdf ~a:2.000000 ~b:5.000000
      , Some (beta_ppf ~a:2.000000 ~b:5.000000)
      , beta_sf ~a:2.000000 ~b:5.000000
      , beta_logsf ~a:2.000000 ~b:5.000000
      , Some (beta_isf ~a:2.000000 ~b:5.000000)
      , [| 0.000084; 0.033772; 0.048740; 0.060673; 0.071063; 0.080487; 0.089240; 0.097498
         ; 0.105376; 0.112953; 0.120288; 0.127425; 0.134399; 0.141239; 0.147967; 0.154603
         ; 0.161163; 0.167662; 0.174112; 0.180524; 0.186910; 0.193278; 0.199638; 0.205997
         ; 0.212363; 0.218744; 0.225148; 0.231582; 0.238052; 0.244566; 0.251133; 0.257758
         ; 0.264450; 0.271217; 0.278068; 0.285011; 0.292056; 0.299214; 0.306495; 0.313911
         ; 0.321476; 0.329203; 0.337109; 0.345212; 0.353531; 0.362090; 0.370913; 0.380032
         ; 0.389479; 0.399297; 0.409532; 0.420242; 0.431498; 0.443386; 0.456014; 0.469525
         ; 0.484102; 0.500000; 0.517579; 0.537378; 0.560267; 0.587797; 0.623234; 0.676061
         ; 0.971680 |]
      , [| 0.002517; 0.883076; 1.197307; 1.417053; 1.587492; 1.726152; 1.842031; 1.940483
         ; 2.024997; 2.097997; 2.161249; 2.216087; 2.263543; 2.304439; 2.339440; 2.369092
         ; 2.393850; 2.414096; 2.430158; 2.442313; 2.450803; 2.455836; 2.457595; 2.456240
         ; 2.451910; 2.444729; 2.434806; 2.422235; 2.407102; 2.389479; 2.369431; 2.347014
         ; 2.322275; 2.295255; 2.265987; 2.234499; 2.200810; 2.164935; 2.126881; 2.086650
         ; 2.044236; 1.999629; 1.952810; 1.903751; 1.852420; 1.798771; 1.742752; 1.684298
         ; 1.623330; 1.559756; 1.493463; 1.424317; 1.352159; 1.276792; 1.197979; 1.115426
         ; 1.028759; 0.937501; 0.841014; 0.738423; 0.628452; 0.509090; 0.376755; 0.223337
         ; 0.000019 |] )
    ; ( "exponential_0.500000"
      , 1.000000
      , exponential_cdf ~lambda:0.500000
      , exponential_pdf ~lambda:0.500000
      , exponential_logcdf ~lambda:0.500000
      , exponential_logpdf ~lambda:0.500000
      , Some (exponential_ppf ~lambda:0.500000)
      , exponential_sf ~lambda:0.500000
      , exponential_logsf ~lambda:0.500000
      , Some (exponential_isf ~lambda:0.500000)
      , [| 0.000000; 0.031497; 0.063498; 0.096019; 0.129077; 0.162691; 0.196880; 0.231664
         ; 0.267063; 0.303100; 0.339798; 0.377182; 0.415279; 0.454115; 0.493720; 0.534126
         ; 0.575364; 0.617471; 0.660483; 0.704441; 0.749387; 0.795366; 0.842427; 0.890622
         ; 0.940007; 0.990643; 1.042594; 1.095930; 1.150728; 1.207070; 1.265045; 1.324751
         ; 1.386294; 1.449792; 1.515371; 1.583174; 1.653357; 1.726092; 1.801573; 1.880014
         ; 1.961658; 2.046778; 2.135681; 2.228721; 2.326301; 2.428888; 2.537022; 2.651339
         ; 2.772588; 2.901665; 3.039651; 3.187867; 3.347952; 3.521975; 3.712595; 3.923316
         ; 4.158882; 4.425944; 4.734246; 5.098888; 5.545175; 6.120537; 6.931466; 8.317754
         ; 32.226562 |]
      , [| 0.500000; 0.492187; 0.484375; 0.476562; 0.468750; 0.460937; 0.453125; 0.445312
         ; 0.437500; 0.429687; 0.421875; 0.414062; 0.406250; 0.398437; 0.390625; 0.382812
         ; 0.375000; 0.367187; 0.359375; 0.351562; 0.343750; 0.335937; 0.328125; 0.320312
         ; 0.312500; 0.304687; 0.296875; 0.289062; 0.281250; 0.273437; 0.265625; 0.257812
         ; 0.250000; 0.242188; 0.234375; 0.226563; 0.218750; 0.210938; 0.203125; 0.195313
         ; 0.187500; 0.179688; 0.171875; 0.164063; 0.156250; 0.148438; 0.140625; 0.132813
         ; 0.125000; 0.117188; 0.109375; 0.101563; 0.093750; 0.085938; 0.078125; 0.070313
         ; 0.062500; 0.054688; 0.046875; 0.039063; 0.031250; 0.023438; 0.015625; 0.007813
         ; 0.000000 |] )
    ; ( "exponential_1.000000"
      , 1.000000
      , exponential_cdf ~lambda:1.000000
      , exponential_pdf ~lambda:1.000000
      , exponential_logcdf ~lambda:1.000000
      , exponential_logpdf ~lambda:1.000000
      , Some (exponential_ppf ~lambda:1.000000)
      , exponential_sf ~lambda:1.000000
      , exponential_logsf ~lambda:1.000000
      , Some (exponential_isf ~lambda:1.000000)
      , [| 0.000000; 0.015748; 0.031749; 0.048009; 0.064539; 0.081346; 0.098440; 0.115832
         ; 0.133531; 0.151550; 0.169899; 0.188591; 0.207639; 0.227058; 0.246860; 0.267063
         ; 0.287682; 0.308736; 0.330242; 0.352221; 0.374694; 0.397683; 0.421214; 0.445311
         ; 0.470004; 0.495321; 0.521297; 0.547965; 0.575364; 0.603535; 0.632523; 0.662376
         ; 0.693147; 0.724896; 0.757686; 0.791587; 0.826679; 0.863046; 0.900786; 0.940007
         ; 0.980829; 1.023389; 1.067841; 1.114361; 1.163151; 1.214444; 1.268511; 1.325670
         ; 1.386294; 1.450833; 1.519825; 1.593933; 1.673976; 1.760987; 1.856297; 1.961658
         ; 2.079441; 2.212972; 2.367123; 2.549444; 2.772587; 3.060269; 3.465733; 4.158877
         ; 16.113281 |]
      , [| 1.000000; 0.984375; 0.968750; 0.953125; 0.937500; 0.921875; 0.906250; 0.890625
         ; 0.875000; 0.859375; 0.843750; 0.828125; 0.812500; 0.796875; 0.781250; 0.765625
         ; 0.750000; 0.734375; 0.718750; 0.703125; 0.687500; 0.671875; 0.656250; 0.640625
         ; 0.625000; 0.609375; 0.593750; 0.578125; 0.562500; 0.546875; 0.531250; 0.515625
         ; 0.500000; 0.484375; 0.468750; 0.453125; 0.437500; 0.421875; 0.406250; 0.390625
         ; 0.375000; 0.359375; 0.343750; 0.328125; 0.312500; 0.296875; 0.281250; 0.265625
         ; 0.250000; 0.234375; 0.218750; 0.203125; 0.187500; 0.171875; 0.156250; 0.140625
         ; 0.125000; 0.109375; 0.093750; 0.078125; 0.062500; 0.046875; 0.031250; 0.015625
         ; 0.000000 |] )
    ; ( "exponential_1.500000"
      , 1.000000
      , exponential_cdf ~lambda:1.500000
      , exponential_pdf ~lambda:1.500000
      , exponential_logcdf ~lambda:1.500000
      , exponential_logpdf ~lambda:1.500000
      , Some (exponential_ppf ~lambda:1.500000)
      , exponential_sf ~lambda:1.500000
      , exponential_logsf ~lambda:1.500000
      , Some (exponential_isf ~lambda:1.500000)
      , [| 0.000000; 0.010499; 0.021166; 0.032006; 0.043026; 0.054230; 0.065627; 0.077221
         ; 0.089021; 0.101033; 0.113266; 0.125727; 0.138426; 0.151372; 0.164573; 0.178042
         ; 0.191788; 0.205824; 0.220161; 0.234814; 0.249796; 0.265122; 0.280809; 0.296874
         ; 0.313336; 0.330214; 0.347531; 0.365310; 0.383576; 0.402357; 0.421682; 0.441584
         ; 0.462098; 0.483264; 0.505124; 0.527725; 0.551119; 0.575364; 0.600524; 0.626671
         ; 0.653886; 0.682259; 0.711894; 0.742907; 0.775434; 0.809629; 0.845674; 0.883780
         ; 0.924196; 0.967222; 1.013217; 1.062622; 1.115984; 1.173992; 1.237532; 1.307772
         ; 1.386294; 1.475315; 1.578082; 1.699629; 1.848391; 2.040179; 2.310489; 2.772585
         ; 10.742188 |]
      , [| 1.500000; 1.476562; 1.453125; 1.429687; 1.406250; 1.382812; 1.359375; 1.335937
         ; 1.312500; 1.289062; 1.265625; 1.242187; 1.218750; 1.195312; 1.171875; 1.148437
         ; 1.125000; 1.101562; 1.078125; 1.054687; 1.031250; 1.007812; 0.984375; 0.960937
         ; 0.937500; 0.914062; 0.890625; 0.867187; 0.843750; 0.820312; 0.796875; 0.773437
         ; 0.750000; 0.726562; 0.703125; 0.679688; 0.656250; 0.632813; 0.609375; 0.585938
         ; 0.562500; 0.539063; 0.515625; 0.492188; 0.468750; 0.445313; 0.421875; 0.398438
         ; 0.375000; 0.351563; 0.328125; 0.304688; 0.281250; 0.257813; 0.234375; 0.210938
         ; 0.187500; 0.164063; 0.140625; 0.117188; 0.093750; 0.070313; 0.046875; 0.023438
         ; 0.000000 |] )
    ; ( "exponential_2.000000"
      , 1.000000
      , exponential_cdf ~lambda:2.000000
      , exponential_pdf ~lambda:2.000000
      , exponential_logcdf ~lambda:2.000000
      , exponential_logpdf ~lambda:2.000000
      , Some (exponential_ppf ~lambda:2.000000)
      , exponential_sf ~lambda:2.000000
      , exponential_logsf ~lambda:2.000000
      , Some (exponential_isf ~lambda:2.000000)
      , [| 0.000000; 0.007874; 0.015874; 0.024005; 0.032269; 0.040673; 0.049220; 0.057916
         ; 0.066766; 0.075775; 0.084950; 0.094296; 0.103820; 0.113529; 0.123430; 0.133531
         ; 0.143841; 0.154368; 0.165121; 0.176110; 0.187347; 0.198842; 0.210607; 0.222656
         ; 0.235002; 0.247661; 0.260648; 0.273983; 0.287682; 0.301768; 0.316261; 0.331188
         ; 0.346574; 0.362448; 0.378843; 0.395794; 0.413339; 0.431523; 0.450393; 0.470004
         ; 0.490415; 0.511694; 0.533920; 0.557180; 0.581575; 0.607222; 0.634256; 0.662835
         ; 0.693147; 0.725416; 0.759913; 0.796967; 0.836988; 0.880494; 0.928149; 0.980829
         ; 1.039720; 1.106486; 1.183561; 1.274722; 1.386294; 1.530134; 1.732867; 2.079438
         ; 8.056641 |]
      , [| 2.000000; 1.968750; 1.937500; 1.906250; 1.875000; 1.843750; 1.812500; 1.781250
         ; 1.750000; 1.718750; 1.687500; 1.656250; 1.625000; 1.593750; 1.562500; 1.531250
         ; 1.500000; 1.468750; 1.437500; 1.406250; 1.375000; 1.343750; 1.312500; 1.281250
         ; 1.250000; 1.218750; 1.187500; 1.156250; 1.125000; 1.093750; 1.062500; 1.031250
         ; 1.000000; 0.968750; 0.937500; 0.906250; 0.875000; 0.843750; 0.812500; 0.781250
         ; 0.750000; 0.718750; 0.687500; 0.656250; 0.625000; 0.593750; 0.562500; 0.531250
         ; 0.500000; 0.468750; 0.437500; 0.406250; 0.375000; 0.343750; 0.312500; 0.281250
         ; 0.250000; 0.218750; 0.187500; 0.156250; 0.125000; 0.093750; 0.062500; 0.031250
         ; 0.000000 |] )
    ; ( "exponential_3.000000"
      , 1.000000
      , exponential_cdf ~lambda:3.000000
      , exponential_pdf ~lambda:3.000000
      , exponential_logcdf ~lambda:3.000000
      , exponential_logpdf ~lambda:3.000000
      , Some (exponential_ppf ~lambda:3.000000)
      , exponential_sf ~lambda:3.000000
      , exponential_logsf ~lambda:3.000000
      , Some (exponential_isf ~lambda:3.000000)
      , [| 0.000000; 0.005249; 0.010583; 0.016003; 0.021513; 0.027115; 0.032813; 0.038611
         ; 0.044510; 0.050517; 0.056633; 0.062864; 0.069213; 0.075686; 0.082287; 0.089021
         ; 0.095894; 0.102912; 0.110081; 0.117407; 0.124898; 0.132561; 0.140405; 0.148437
         ; 0.156668; 0.165107; 0.173766; 0.182655; 0.191788; 0.201178; 0.210841; 0.220792
         ; 0.231049; 0.241632; 0.252562; 0.263862; 0.275560; 0.287682; 0.300262; 0.313336
         ; 0.326943; 0.341130; 0.355947; 0.371454; 0.387717; 0.404815; 0.422837; 0.441890
         ; 0.462098; 0.483611; 0.506608; 0.531311; 0.557992; 0.586996; 0.618766; 0.653886
         ; 0.693147; 0.737657; 0.789041; 0.849815; 0.924196; 1.020090; 1.155244; 1.386292
         ; 5.371094 |]
      , [| 3.000000; 2.953125; 2.906250; 2.859375; 2.812500; 2.765625; 2.718750; 2.671875
         ; 2.625000; 2.578125; 2.531250; 2.484375; 2.437500; 2.390625; 2.343750; 2.296875
         ; 2.250000; 2.203125; 2.156250; 2.109375; 2.062500; 2.015625; 1.968750; 1.921875
         ; 1.875000; 1.828125; 1.781250; 1.734375; 1.687500; 1.640625; 1.593750; 1.546875
         ; 1.500000; 1.453125; 1.406250; 1.359375; 1.312500; 1.265625; 1.218750; 1.171875
         ; 1.125000; 1.078125; 1.031250; 0.984375; 0.937500; 0.890625; 0.843750; 0.796875
         ; 0.750000; 0.703125; 0.656250; 0.609375; 0.562500; 0.515625; 0.468750; 0.421875
         ; 0.375000; 0.328125; 0.281250; 0.234375; 0.187500; 0.140625; 0.093750; 0.046875
         ; 0.000000 |] )
    ; ( "exponential_3.500000"
      , 1.000000
      , exponential_cdf ~lambda:3.500000
      , exponential_pdf ~lambda:3.500000
      , exponential_logcdf ~lambda:3.500000
      , exponential_logpdf ~lambda:3.500000
      , Some (exponential_ppf ~lambda:3.500000)
      , exponential_sf ~lambda:3.500000
      , exponential_logsf ~lambda:3.500000
      , Some (exponential_isf ~lambda:3.500000)
      , [| 0.000000; 0.004500; 0.009071; 0.013717; 0.018440; 0.023242; 0.028126; 0.033095
         ; 0.038152; 0.043300; 0.048543; 0.053883; 0.059326; 0.064874; 0.070531; 0.076304
         ; 0.082195; 0.088210; 0.094355; 0.100634; 0.107055; 0.113624; 0.120347; 0.127232
         ; 0.134287; 0.141520; 0.148942; 0.156561; 0.164390; 0.172439; 0.180721; 0.189250
         ; 0.198042; 0.207113; 0.216482; 0.226168; 0.236194; 0.246585; 0.257368; 0.268573
         ; 0.280237; 0.292397; 0.305097; 0.318389; 0.332329; 0.346984; 0.362432; 0.378763
         ; 0.396084; 0.414524; 0.434236; 0.455410; 0.478279; 0.503139; 0.530371; 0.560474
         ; 0.594126; 0.632278; 0.676321; 0.728413; 0.792168; 0.874363; 0.990209; 1.188250
         ; 4.608154 |]
      , [| 3.500000; 3.445312; 3.390625; 3.335937; 3.281250; 3.226562; 3.171875; 3.117187
         ; 3.062500; 3.007812; 2.953125; 2.898437; 2.843750; 2.789062; 2.734375; 2.679687
         ; 2.625000; 2.570312; 2.515625; 2.460937; 2.406250; 2.351562; 2.296875; 2.242187
         ; 2.187500; 2.132812; 2.078125; 2.023437; 1.968750; 1.914062; 1.859375; 1.804688
         ; 1.750000; 1.695313; 1.640625; 1.585938; 1.531250; 1.476563; 1.421875; 1.367188
         ; 1.312500; 1.257813; 1.203125; 1.148438; 1.093750; 1.039063; 0.984375; 0.929688
         ; 0.875000; 0.820313; 0.765625; 0.710938; 0.656250; 0.601563; 0.546875; 0.492188
         ; 0.437500; 0.382813; 0.328125; 0.273438; 0.218750; 0.164063; 0.109375; 0.054688
         ; 0.000000 |] )
    ; ( "exponential_4.000000"
      , 1.000000
      , exponential_cdf ~lambda:4.000000
      , exponential_pdf ~lambda:4.000000
      , exponential_logcdf ~lambda:4.000000
      , exponential_logpdf ~lambda:4.000000
      , Some (exponential_ppf ~lambda:4.000000)
      , exponential_sf ~lambda:4.000000
      , exponential_logsf ~lambda:4.000000
      , Some (exponential_isf ~lambda:4.000000)
      , [| 0.000000; 0.003937; 0.007937; 0.012002; 0.016135; 0.020336; 0.024610; 0.028958
         ; 0.033383; 0.037887; 0.042475; 0.047148; 0.051910; 0.056764; 0.061715; 0.066766
         ; 0.071921; 0.077184; 0.082560; 0.088055; 0.093673; 0.099421; 0.105303; 0.111328
         ; 0.117501; 0.123830; 0.130324; 0.136991; 0.143841; 0.150884; 0.158131; 0.165594
         ; 0.173287; 0.181224; 0.189421; 0.197897; 0.206670; 0.215762; 0.225197; 0.235002
         ; 0.245207; 0.255847; 0.266960; 0.278590; 0.290788; 0.303611; 0.317128; 0.331417
         ; 0.346574; 0.362708; 0.379956; 0.398483; 0.418494; 0.440247; 0.464074; 0.490415
         ; 0.519860; 0.553243; 0.591781; 0.637361; 0.693147; 0.765067; 0.866433; 1.039719
         ; 4.028320 |]
      , [| 4.000000; 3.937500; 3.875000; 3.812500; 3.750000; 3.687500; 3.625000; 3.562500
         ; 3.500000; 3.437500; 3.375000; 3.312500; 3.250000; 3.187500; 3.125000; 3.062500
         ; 3.000000; 2.937500; 2.875000; 2.812500; 2.750000; 2.687500; 2.625000; 2.562500
         ; 2.500000; 2.437500; 2.375000; 2.312500; 2.250000; 2.187500; 2.125000; 2.062500
         ; 2.000000; 1.937500; 1.875000; 1.812500; 1.750000; 1.687500; 1.625000; 1.562500
         ; 1.500000; 1.437500; 1.375000; 1.312500; 1.250000; 1.187500; 1.125000; 1.062500
         ; 1.000000; 0.937500; 0.875000; 0.812500; 0.750000; 0.687500; 0.625000; 0.562500
         ; 0.500000; 0.437500; 0.375000; 0.312500; 0.250000; 0.187500; 0.125000; 0.062500
         ; 0.000000 |] )
    ; ( "chi2_1.000000"
      , 1.000000
      , chi2_cdf ~df:1.000000
      , chi2_pdf ~df:1.000000
      , chi2_logcdf ~df:1.000000
      , chi2_logpdf ~df:1.000000
      , Some (chi2_ppf ~df:1.000000)
      , chi2_sf ~df:1.000000
      , chi2_logsf ~df:1.000000
      , Some (chi2_isf ~df:1.000000)
      , [| 0.000000; 0.000384; 0.001535; 0.003455; 0.006149; 0.009618; 0.013870; 0.018910
         ; 0.024747; 0.031389; 0.038848; 0.047135; 0.056265; 0.066251; 0.077112; 0.088865
         ; 0.101531; 0.115132; 0.129694; 0.145241; 0.161805; 0.179417; 0.198111; 0.217926
         ; 0.238902; 0.261086; 0.284526; 0.309276; 0.335394; 0.362945; 0.392000; 0.422635
         ; 0.454936; 0.488997; 0.524921; 0.562823; 0.602831; 0.645086; 0.689748; 0.736996
         ; 0.787029; 0.840076; 0.896396; 0.956283; 1.020080; 1.088179; 1.161040; 1.239201
         ; 1.323303; 1.414112; 1.512552; 1.619761; 1.737152; 1.866512; 2.010148; 2.171106
         ; 2.353525; 2.563228; 2.808772; 3.103481; 3.469768; 3.949867; 4.639171; 5.844580
         ; 28.320312 |]
      , [| 3386491.145485; 20.366488; 10.175472; 6.774974; 5.072120; 4.048325; 3.364060
         ; 2.873813; 2.504828; 2.216685; 1.985133; 1.794737; 1.635210; 1.499429; 1.382306
         ; 1.280111; 1.190045; 1.109968; 1.038217; 0.973478; 0.914699; 0.861031; 0.811777
         ; 0.766362; 0.724307; 0.685211; 0.648732; 0.614581; 0.582509; 0.552302; 0.523776
         ; 0.496767; 0.471136; 0.446758; 0.423524; 0.401336; 0.380110; 0.359768; 0.340242
         ; 0.321470; 0.303399; 0.285977; 0.269160; 0.252908; 0.237184; 0.221955; 0.207191
         ; 0.192863; 0.178949; 0.165424; 0.152268; 0.139463; 0.126991; 0.114838; 0.102991
         ; 0.091437; 0.080166; 0.069170; 0.058443; 0.047981; 0.037784; 0.027856; 0.018210
         ; 0.008880; 0.000000 |] )
    ; ( "chi2_2.000000"
      , 1.000000
      , chi2_cdf ~df:2.000000
      , chi2_pdf ~df:2.000000
      , chi2_logcdf ~df:2.000000
      , chi2_logpdf ~df:2.000000
      , Some (chi2_ppf ~df:2.000000)
      , chi2_sf ~df:2.000000
      , chi2_logsf ~df:2.000000
      , Some (chi2_isf ~df:2.000000)
      , [| 0.000000; 0.031497; 0.063498; 0.096019; 0.129077; 0.162691; 0.196880; 0.231664
         ; 0.267063; 0.303100; 0.339798; 0.377182; 0.415279; 0.454115; 0.493720; 0.534126
         ; 0.575364; 0.617471; 0.660483; 0.704441; 0.749387; 0.795366; 0.842427; 0.890622
         ; 0.940007; 0.990643; 1.042594; 1.095930; 1.150728; 1.207070; 1.265045; 1.324751
         ; 1.386294; 1.449792; 1.515371; 1.583174; 1.653357; 1.726092; 1.801573; 1.880014
         ; 1.961658; 2.046778; 2.135681; 2.228721; 2.326301; 2.428888; 2.537022; 2.651339
         ; 2.772588; 2.901665; 3.039651; 3.187867; 3.347952; 3.521975; 3.712595; 3.923316
         ; 4.158882; 4.425944; 4.734246; 5.098888; 5.545175; 6.120537; 6.931466; 8.317754
         ; 32.226562 |]
      , [| 0.500000; 0.492187; 0.484375; 0.476562; 0.468750; 0.460937; 0.453125; 0.445312
         ; 0.437500; 0.429687; 0.421875; 0.414062; 0.406250; 0.398437; 0.390625; 0.382812
         ; 0.375000; 0.367187; 0.359375; 0.351562; 0.343750; 0.335937; 0.328125; 0.320312
         ; 0.312500; 0.304687; 0.296875; 0.289062; 0.281250; 0.273437; 0.265625; 0.257812
         ; 0.250000; 0.242188; 0.234375; 0.226563; 0.218750; 0.210938; 0.203125; 0.195313
         ; 0.187500; 0.179688; 0.171875; 0.164063; 0.156250; 0.148438; 0.140625; 0.132813
         ; 0.125000; 0.117188; 0.109375; 0.101563; 0.093750; 0.085938; 0.078125; 0.070313
         ; 0.062500; 0.054688; 0.046875; 0.039063; 0.031250; 0.023438; 0.015625; 0.007813
         ; 0.000000 |] )
    ; ( "chi2_4.000000"
      , 1.000000
      , chi2_cdf ~df:4.000000
      , chi2_pdf ~df:4.000000
      , chi2_logcdf ~df:4.000000
      , chi2_logpdf ~df:4.000000
      , Some (chi2_ppf ~df:4.000000)
      , chi2_sf ~df:4.000000
      , chi2_logsf ~df:4.000000
      , Some (chi2_isf ~df:4.000000)
      , [| 0.000894; 0.376249; 0.547166; 0.685336; 0.807054; 0.918617; 1.023252; 1.122882
         ; 1.218763; 1.311773; 1.402560; 1.491619; 1.579343; 1.666051; 1.752009; 1.837445
         ; 1.922558; 2.007524; 2.092502; 2.177640; 2.263073; 2.348933; 2.435342; 2.522424
         ; 2.610298; 2.699084; 2.788902; 2.879875; 2.972131; 3.065800; 3.161019; 3.257932
         ; 3.356694; 3.457467; 3.560427; 3.665763; 3.773683; 3.884411; 3.998196; 4.115311
         ; 4.236062; 4.360788; 4.489872; 4.623750; 4.762915; 4.907935; 5.059467; 5.218277
         ; 5.385268; 5.561514; 5.748305; 5.947216; 6.160194; 6.389687; 6.638837; 6.911767
         ; 7.214046; 7.553456; 7.941359; 8.395302; 8.944566; 9.643789; 10.614933
         ; 12.244154; 38.085938 |]
      , [| 0.000223; 0.077932; 0.104050; 0.121626; 0.134770; 0.145077; 0.153365; 0.160119
         ; 0.165656; 0.170197; 0.173900; 0.176887; 0.179253; 0.181071; 0.182403; 0.183298
         ; 0.183798; 0.183938; 0.183749; 0.183256; 0.182481; 0.181446; 0.180166; 0.178657
         ; 0.176934; 0.175008; 0.172890; 0.170591; 0.168119; 0.165483; 0.162690; 0.159746
         ; 0.156659; 0.153433; 0.150074; 0.146587; 0.142975; 0.139244; 0.135396; 0.131436
         ; 0.127366; 0.123189; 0.118908; 0.114525; 0.110042; 0.105462; 0.100785; 0.096014
         ; 0.091149; 0.086192; 0.081143; 0.076003; 0.070773; 0.065451; 0.060038; 0.054533
         ; 0.048934; 0.043239; 0.037445; 0.031547; 0.025539; 0.019412; 0.013148; 0.006716
         ; 0.000000 |] )
    ; ( "chi2_6.000000"
      , 1.000000
      , chi2_cdf ~df:6.000000
      , chi2_pdf ~df:6.000000
      , chi2_logcdf ~df:6.000000
      , chi2_logpdf ~df:6.000000
      , Some (chi2_ppf ~df:6.000000)
      , chi2_sf ~df:6.000000
      , chi2_logsf ~df:6.000000
      , Some (chi2_isf ~df:6.000000)
      , [| 0.017166; 1.031879; 1.351366; 1.592363; 1.795660; 1.976194; 2.141354; 2.295413
         ; 2.441104; 2.580299; 2.714346; 2.844258; 2.970822; 3.094666; 3.216302; 3.336158
         ; 3.454599; 3.571941; 3.688462; 3.804411; 3.920013; 4.035479; 4.151003; 4.266768
         ; 4.382954; 4.499732; 4.617272; 4.735742; 4.855313; 4.976155; 5.098448; 5.222372
         ; 5.348121; 5.475894; 5.605906; 5.738386; 5.873579; 6.011751; 6.153194; 6.298226
         ; 6.447202; 6.600512; 6.758598; 6.921956; 7.091149; 7.266822; 7.449719; 7.640707
         ; 7.840803; 8.051216; 8.273396; 8.509109; 8.760535; 9.030410; 9.322240; 9.640620
         ; 9.991745; 10.384259; 10.830756; 11.350654; 11.976279; 12.767802; 13.859119
         ; 15.672322; 43.457031 |]
      , [| 0.000018; 0.039725; 0.058074; 0.071480; 0.082112; 0.090869; 0.098235; 0.104510
         ; 0.109894; 0.114529; 0.118522; 0.121954; 0.124890; 0.127382; 0.129474; 0.131201
         ; 0.132592; 0.133675; 0.134472; 0.135001; 0.135280; 0.135325; 0.135147; 0.134760
         ; 0.134174; 0.133398; 0.132441; 0.131312; 0.130016; 0.128561; 0.126953; 0.125196
         ; 0.123297; 0.121259; 0.119087; 0.116784; 0.114355; 0.111801; 0.109127; 0.106334
         ; 0.103426; 0.100404; 0.097271; 0.094027; 0.090675; 0.087217; 0.083652; 0.079981
         ; 0.076207; 0.072328; 0.068344; 0.064257; 0.060064; 0.055766; 0.051360; 0.046844
         ; 0.042217; 0.037473; 0.032608; 0.027616; 0.022486; 0.017204; 0.011746; 0.006067
         ; 0.000000 |] )
    ; ( "chi2_8.000000"
      , 1.000000
      , chi2_cdf ~df:8.000000
      , chi2_pdf ~df:8.000000
      , chi2_logcdf ~df:8.000000
      , chi2_logpdf ~df:8.000000
      , Some (chi2_ppf ~df:8.000000)
      , chi2_sf ~df:8.000000
      , chi2_logsf ~df:8.000000
      , Some (chi2_isf ~df:8.000000)
      , [| 0.080109; 1.883593; 2.340603; 2.673963; 2.949282; 3.189989; 3.407485; 3.608287
         ; 3.796516; 3.974967; 4.145640; 4.310025; 4.469267; 4.624274; 4.775783; 4.924400
         ; 5.070641; 5.214945; 5.357695; 5.499233; 5.639863; 5.779863; 5.919489; 6.058982
         ; 6.198569; 6.338468; 6.478891; 6.620046; 6.762140; 6.905381; 7.049979; 7.196152
         ; 7.344122; 7.494122; 7.646400; 7.801217; 7.958851; 8.119604; 8.283802; 8.451804
         ; 8.624003; 8.800835; 8.982788; 9.170410; 9.364324; 9.565238; 9.773971; 9.991471
         ; 10.218854; 10.457441; 10.708817; 10.974907; 11.258087; 11.561336; 11.888466
         ; 12.244469; 12.636066; 13.072627; 13.567785; 14.142536; 14.831781; 15.700372
         ; 16.892320; 18.860262; 47.851562 |]
      , [| 0.000005; 0.027144; 0.041444; 0.052306; 0.061157; 0.068612; 0.075008; 0.080557
         ; 0.085405; 0.089655; 0.093388; 0.096663; 0.099529; 0.102026; 0.104187; 0.106040
         ; 0.107607; 0.108910; 0.109965; 0.110788; 0.111392; 0.111789; 0.111990; 0.112005
         ; 0.111841; 0.111507; 0.111009; 0.110354; 0.109547; 0.108594; 0.107500; 0.106269
         ; 0.104904; 0.103410; 0.101790; 0.100047; 0.098183; 0.096202; 0.094105; 0.091895
         ; 0.089573; 0.087141; 0.084601; 0.081953; 0.079199; 0.076340; 0.073376; 0.070307
         ; 0.067134; 0.063856; 0.060473; 0.056985; 0.053390; 0.049687; 0.045873; 0.041947
         ; 0.037903; 0.033739; 0.029448; 0.025021; 0.020447; 0.015710; 0.010781; 0.005609
         ; 0.000000 |] )
    ; ( "chi2_30.000000"
      , 1.000000
      , chi2_cdf ~df:30.000000
      , chi2_pdf ~df:30.000000
      , chi2_logcdf ~df:30.000000
      , chi2_logpdf ~df:30.000000
      , Some (chi2_ppf ~df:30.000000)
      , chi2_sf ~df:30.000000
      , chi2_logsf ~df:30.000000
      , Some (chi2_isf ~df:30.000000)
      , [| 5.126953; 15.799742; 17.303735; 18.319663; 19.118140; 19.790806; 20.380713
         ; 20.911821; 21.398946; 21.851951; 22.277766; 22.681465; 23.066893; 23.437046
         ; 23.794311; 24.140629; 24.477609; 24.806604; 25.128772; 25.445112; 25.756502
         ; 26.063723; 26.367474; 26.668394; 26.967067; 27.264040; 27.559826; 27.854914
         ; 28.149775; 28.444866; 28.740639; 29.037544; 29.336032; 29.636562; 29.939607
         ; 30.245657; 30.555224; 30.868852; 31.187119; 31.510649; 31.840118; 32.176268
         ; 32.519917; 32.871976; 33.233469; 33.605558; 33.989569; 34.387034; 34.799741
         ; 35.229798; 35.679721; 36.152555; 36.652038; 37.182842; 37.750919; 38.364034
         ; 39.032598; 39.771062; 40.600366; 41.552587; 42.680762; 44.082789; 45.974299
         ; 49.025200; 88.867188 |]
      , [| 0.000000; 0.007841; 0.013202; 0.017657; 0.021524; 0.024952; 0.028028; 0.030809
         ; 0.033336; 0.035638; 0.037739; 0.039657; 0.041407; 0.043002; 0.044453; 0.045767
         ; 0.046953; 0.048017; 0.048966; 0.049804; 0.050536; 0.051167; 0.051698; 0.052135
         ; 0.052479; 0.052734; 0.052902; 0.052985; 0.052984; 0.052902; 0.052740; 0.052500
         ; 0.052182; 0.051789; 0.051320; 0.050777; 0.050160; 0.049470; 0.048708; 0.047873
         ; 0.046967; 0.045989; 0.044939; 0.043817; 0.042623; 0.041356; 0.040017; 0.038603
         ; 0.037114; 0.035549; 0.033907; 0.032185; 0.030383; 0.028496; 0.026523; 0.024459
         ; 0.022300; 0.020040; 0.017673; 0.015187; 0.012571; 0.009805; 0.006857; 0.003667
         ; 0.000000 |] ) ]
